NewGLEAN: Generative Latent Bank for Large-Factor Image Super-Resolution
K. C. K. Chan, X. Wang, X. Xu, J. Gu, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR, Oral) Technical ReportProject Page
NewBasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond
K. C. K. Chan, X. Wang, K. Yu, C. Dong, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical ReportProject Page
NewRobust Reference-based Super-Resolution via C2-Matching
Y. Jiang, K. C. K. Chan, X. Wang, C. C. Loy, Z. Liu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
NewUnderstanding Deformable Alignment in Video Super-Resolution
K. C. K. Chan, X. Wang, K. Yu, C. Dong, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2021 (AAAI) Technical Report
NewCross-Scale Internal Graph Neural Network for Image Super-Resolution
S. Zhou, J. Zhang, W. Zuo, C. C. Loy
in Proceedings of Neural Information Processing Systems, 2020 (NeurIPS) PDFTechnical ReportSupplementary MaterialProject Page
NewExploiting Deep Generative Prior for Versatile Image Restoration and Manipulation
X. Pan, X. Zhan, B. Dai, D. Lin, C. C. Loy, P. Luo
European Conference on Computer Vision, 2020 (ECCV, Oral) PDFTechnical ReportProject Page | Codes
Deep Network Interpolation for Continuous Imagery Effect Transition
X. Wang, K. Yu, C. Dong, X. Tang, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page
Non-Local Recurrent Network for Image Restoration
D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
in Proceedings of Neural Information Processing Systems, 2018 (NeurIPS) PDFTechnical ReportProject Page | Codes
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
X. Wang, K. Yu, S. Wu, J. Gu, Y. Liu, C. Dong, C. C. Loy, Y. Qiao, X. Tang
in Workshop Proceedings of European Conference on Computer Vision, 2018 (Champion, Region 3 in the PIRM2018-SR Challenge, ECCV) Technical ReportProject Page | Codes
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform
X. Wang, K. Yu, C. Dong, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR) PDFTechnical ReportProject Page | Codes
Deep Cascaded Bi-Network for Face Hallucination
S. Zhu, S. Liu, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFTechnical ReportProject Page | Codes
Depth Map Super Resolution by Deep Multi-Scale Guidance
T.-W. Hui, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page | Codes
Image Super-Resolution Using Deep Convolutional Networks
C. Dong, C. C. Loy, K. He, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 2, pp. 295-307, 2015 (TPAMI) DOIPDFSupplementary MaterialProject Page | Codes
Learning a Deep Convolutional Network for Image Super-Resolution
C. Dong, C. C. Loy, K. He, X. Tang
in Proceedings of European Conference on Computer Vision, pp 184-199, 2014 (ECCV) PDFSupplementary MaterialProject Page | Codes
Boosting Optical Character Recognition: A Super-Resolution Approach
C. Dong, X. Zhu, Y. Deng, C. C. Loy, Y. Qiao
Technical report, arXiv:1506.02211, 2015 (Winning approach in ICDAR Competition on Text Image Super-Resolution) PDF
Restoration / Enhancement
NewLearning to Enhance Low-Light Image via Zero-Reference Deep Curve Estimation
C. Li, C. Guo, C. C. Loy
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021 (TPAMI) DOITechnical ReportProject Page
NewRemoving Diffraction Image Artifacts in Under-Display Camera via Dynamic Skip Connection Network
R. Feng, C. Li, H. Chen, S. Li, C. C. Loy, J. Gu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
NewDeep Animation Video Interpolation in the Wild
S-Y. Li, S. Zhao, W. Yu, W. Sun, D. Metaxas, C. C. Loy, Z. Liu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical ReportProject Page
NewFlexible Piecewise Curves Estimation for Photo Enhancement
C. Li, C. Guo, Q. Ai, S. Zhou, C. C. Loy
Technical report, arXiv:2010.13412, 2020 Technical Report
Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement
C. Guo, C. Li, J. Guo, C. C. Loy, J. Hou, S. Kwong, R. Cong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks
X. Wang, C. K. Chan, K. Yu, C. Dong, X. Tang, C. C. Loy
in Workshop Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, NTIRE, 2019 (CVPRW, Winning approach of all four tracks in the NTIRE 2019 video restoration and enhancement challenges) Technical ReportProject Page | Codes
Path-Restore: Learning Network Path Selection for Image Restoration
K. Yu, X. Wang, C. Dong, X. Tang, C. C. Loy
Technical report, arXiv:1904.10343, 2019 Technical ReportProject Page
Deep Network Interpolation for Continuous Imagery Effect Transition
X. Wang, K. Yu, C. Dong, X. Tang, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page
Non-Local Recurrent Network for Image Restoration
D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
in Proceedings of Neural Information Processing Systems, 2018 (NeurIPS) PDFTechnical ReportProject Page | Codes
Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning
K. Yu, C. Dong, L. Lin, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight) PDFTechnical ReportProject Page | Codes
Deep Convolution Networks for Compression Artifacts Reduction
K. Yu, C. Dong, C. C. Loy, X. Tang
Technical report, arXiv:1608.02778, 2016 Technical ReportProject Page | Codes
Deep Specialized Network for Illuminant Estimation
W. Shi, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page
Compression Artifacts Reduction by a Deep Convolutional Network
C. Dong, Y. Deng, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 576-584, 2015 (ICCV) PDFTechnical ReportProject Page | Codes
LiteFlowNet2: A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization
T.-W. Hui, X. Tang, C. C. Loy
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020 (TPAMI) DOITechnical ReportProject Page | Codes
LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation
T.-W. Hui, X. Tang, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight) PDFTechnical ReportProject Page | CodesYouTube
Aesthetic
Aesthetic-Driven Image Enhancement by Adversarial Learning
Y. Deng, C. C. Loy, X. Tang
ACM Multimedia, 2018 (ACM MM) PDFTechnical ReportProject Page | Codes
Image Aesthetic Assessment: An Experimental Survey
Y. Deng, C. C. Loy, X. Tang
IEEE Signal Processing Magazine, vol. 34, no. 4, pp. 80–106, 2017 (SPM) DOITechnical ReportProject Page
Editing and Manipulation
Image Generation / Manipulation
NewPositional Encoding as Spatial Inductive Bias in GANs
R. Xu, X. Wang, K. Chen, B. Zhou, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical ReportProject PageYouTube
NewPose-Controllable Talking Face Generation by Implicitly Modularized Audio-Visual Representation
H. Zhou, Y. Sun, W. Wu, C. C. Loy, X. Wang, Z. Liu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
NewEverything’s Talkin’: Pareidolia Face Reenactment
L. Song, W. Wu, C. Fu, C. Qian, C. C. Loy, R. He
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) PDFTechnical ReportProject Page
NewAudio-Driven Emotional Video Portraits
X. Ji, H. Zhou, K. Wang, W. Wu, X. Cao, C. C. Loy, F. Xu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
NewDo 2D GANs Know 3D Shape? Unsupervised 3D Shape Reconstruction from 2D Image GANs
X. Pan, B. Dai, Z. Liu, C. C. Loy, P. Luo
International Conference on Learning Representations, 2021 (ICLR, Oral) Technical ReportProject Page
NewDeeperForensics Challenge 2020 on Real-World Face Forgery Detection: Methods and Results
L. Jiang, Z. Guo, W. Wu, Z. Liu, Z. Liu, C. C. Loy et al.
Technical report, arXiv:2102.09471, 2021 Technical Report
NewFocal Frequency Loss for Image Reconstruction and Synthesis
L. Jiang, B. Dai, W. Wu, C. C. Loy
Technical report, arXiv:2012.12821, 2020 Technical ReportProject Page
NewExploiting Deep Generative Prior for Versatile Image Restoration and Manipulation
X. Pan, X. Zhan, B. Dai, D. Lin, C. C. Loy, P. Luo
European Conference on Computer Vision, 2020 (ECCV, Oral) PDFTechnical ReportProject Page | Codes
NewTSIT: A Simple and Versatile Framework for Image-to-Image Translation
L. Jiang, C. Zhang, M. Huang, C. Liu, J. Shi, C. C. Loy
European Conference on Computer Vision, 2020 (ECCV, Spotlight) PDFTechnical ReportSupplementary MaterialProject Page | Codes
NewMEAD: A Large-scale Audio-visual Dataset for Emotional Talking Face Generation
K. Wang, Q. Wu, L. Song, Z. Yang, W. Wu, C. Qian, R. He, Y. Qiao, C. C. Loy
European Conference on Computer Vision, 2020 (ECCV) PDFProject Page
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection
L. Jiang, W. Wu, R. Li, C. Qian, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page
Everybody’s Talkin’: Let Me Talk as You Want
L. Song, W. Wu, C. Qian, R. He, C. C. Loy
Technical report, arXiv:2001.05201, 2020 Technical ReportProject Page
Real or Not Real, That is the Question
Y. Xiangli, Y. Deng, B. Dai, C. C. Loy, D. Lin
International Conference on Learning Representations, 2020 (ICLR, Spotlight) PDFProject Page | Codes
One-shot Face Reenactment
Y. Zhang, S. Zhang, Y. He, C. Li, C. C. Loy, Z. Liu
in Proceedings of British Machine Vision Conference, 2019 (BMVC, Spotlight) PDFTechnical ReportProject Page | Codes
TransGaGa: Geometry-Aware Unsupervised Image-to-Image Translation
W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page
Disentangling Content and Style via Unsupervised Geometry Distillation
W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
International Conference on Learning Representations Workshop, 2019 (ICLRW) PDF
Instance-level Facial Attributes Transfer with Geometry-aware Flow
W. Yin, Z. Liu, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Spotlight) PDFTechnical ReportProject Page | Codes
NewTexture Memory-Augmented Deep Patch-Based Image Inpainting
R. Xu, M. Guo, J. Wang, X. Li, B. Zhou, C. C. Loy
Technical report, arXiv:2009.13240, 2020 Technical Report
Deep Flow-Guided Video Inpainting
R. Xu, X. Li, B. Zhou, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page
Fashion Synthesis
Dense Intrinsic Appearance Flow for Human Pose Transfer
Y. Li, C. Huang, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFSupplementary MaterialProject Page | Codes
Learning to Synthesize Fashion Textures
W. Shi, T.-W. Hui, Z. Liu, D. Lin, C. C. Loy
Technical report, arXiv:1911.07472, 2019 Technical Report
Be Your Own Prada: Fashion Synthesis with Structural Coherence
S. Zhu, S. Fidler, R. Urtasun, D. Lin, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2017 (ICCV) PDFProject Page | Codes
Video Generation
TransMoMo: Invariance-Driven Unsupervised Video Motion Retargeting
Z. Yang, W. Zhu, W. Wu, C. Qian, Q. Zhou, B. Zhou, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
High-Quality Video Generation from Static Structural Annotations
L. Sheng, J. Pan, J. Guo, J. Shao, C. C. Loy
International Journal of Computer Vision, 2020 (IJCV) DOI
Unsupervised Bi-directional Flow-based Video Generation from one Snapshot
L. Sheng, J. Pan, J. Guo, J. Shao, X. Wang, C. C. Loy
Technical report, arXiv:1903.00913, 2019 Technical Report
3D Shape
NewUnsupervised 3D Shape Completion through GAN-Inversion
J. Zhang, X. Chen, Z. Cai, L. Pan, H. Zhao, S. Yi, C. K. Yeo, B. Dai, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
Chasing the Tail in Monocular 3D Human Reconstruction with Prototype Memory
Y. Rong, Z. Liu, C. C. Loy
Technical report, arXiv:2012.14739, 2020 Technical Report
Delving Deep into Hybrid Annotations for 3D Human Recovery in the Wild
Y. Rong, Z. Liu, C. Li, K. Cao, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2019 (ICCV) PDFTechnical ReportsProject Page | CodesSupplementary Material
Detection, Segmentation, and Recognition
Object Detection
NewCARAFE++: Unified Content-Aware ReAssembly of FEatures
J. Wang, K. Chen, R. Xu, Z. Liu, C. C. Loy, D. Lin
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021 (TPAMI) Technical Report
NewMulti-Modality Cut and Paste for 3D Object Detection
W. Zhang, Z. Wang, C. C. Loy
Technical report, arXiv:2012.12741, 2020 (Best neural planning metric (PKL), second runner-up, nuScenes Detection Challenge) Technical ReportProject Page
NewSide-Aware Boundary Localization for More Precise Object Detection
J. Wang, W. Zhang, Y. Cao, K. Chen, J. Pang, T. Gong, J. Shi, C. C. Loy, D. Lin
European Conference on Computer Vision, 2020 (ECCV) PDFTechnical ReportSupplementary Material
CARAFE: Content-Aware ReAssembly of FEatures
J. Wang, K. Chen, R. Xu, Z. Liu, C. C. Loy, D. Lin
in Proceedings of International Conference on Computer Vision, 2019 (ICCV, Oral) PDFTechnical ReportSupplementary Material
MMDetection: Open MMLab Detection Toolbox and Benchmark
K. Chen, J. Wang, J. Pang, Y. Cao, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Xu, Z. Zhang, D. Cheng, C. Zhu, T. Cheng, Q. Zhao, B. Li, X. Lu, R. Zhu, Y. Wu, J. Dai, J. Wang, J. Shi, W. Ouyang, C. C. Loy, D. Lin
Technical report, arXiv:1906.07155, 2019 Technical ReportProject Page
Hybrid Task Cascade for Instance Segmentation
K. Chen, J. Pang, J. Wang, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Shi, W. Ouyang, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Winning entry of COCO 2018 Challenge - object detection task) PDFTechnical ReportProject Page | Codes
Region Proposal by Guided Anchoring
J. Wang, K. Chen, S. Yang, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page | Codes
Optimizing Video Object Detection via a Scale-Time Lattice
K. Chen, J. Wang, S. Yang, X. Zhang, Y. Xiong, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR) PDFTechnical ReportProject PageYouTube
Fusing Object Context to Detect Functional Area for Cognitive Robots
H. Cheng, J. Cai, Q. Liu, Z. Zhang, K. Yang, C. C. Loy, L. Lin
in Proceedings of IEEE International Conference on Robotics and Automation, 2018 (ICRA) PDF
Discover and Learn New Objects from Documentaries
K. Chen, H. Song, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight) PDFTechnical ReportProject Page
DeepID-Net: Object Detection with Deformable Part Based Convolutional Neural Networks
W. Ouyang, X. Zeng, X. Wang, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, H. Li, K. Wang, J. Yan, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2016 (TPAMI) DOI
DeepID-Net: Deformable Deep Convolutional Neural Networks for Object Detection
W. Ouyang, X. Wang, X. Zeng, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2403-2412, 2015 (CVPR, Winning approach in ILSVRC2014 detection task) PDFProject Page | Codes
DeepID-Net: Multi-stage and Deformable Deep Convolutional Neural Network for Generic Object Detection
W. Ouyang, P. Luo, X. Zeng, S. Qiu, Y. Tian, H. Li, S. Yang, Z. Wang, Y. Xiong, C. Qian, Z. Zhu, R. Wang, C. C. Loy, X. Wang, X. Tang
Technical report, arXiv:1409.3505, 2014 PDFProject Page
Semantic and Instance Segmentation
NewSeesaw Loss for Long-Tailed Instance Segmentation
J. Wang, W. Zhang, Y. Zang, Y. Cao, J. Pang, T. Gong, K. Chen, Z. Liu, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical Report
NewFASA: Feature Augmentation and Sampling Adaptation for Long-Tailed Instance Segmentation
Y Zang, C. Huang, C. C. Loy
Technical report, arXiv:2102.12867, 2021 Technical Report
Hybrid Task Cascade for Instance Segmentation
K. Chen, J. Pang, J. Wang, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Shi, W. Ouyang, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Winning entry of COCO 2018 Challenge - object detection task) PDFTechnical ReportProject Page | Codes
Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation
X. Li, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (First runner-up, DAVIS Challenge 2018, ECCV) PDFTechnical Report
PSANet: Point-wise Spatial Attention Network for Scene Parsing
H. Zhao, Y. Zhang, S. Liu, J. Shi, C. C. Loy, D. Lin, J. Jia
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFSupplementary MaterialProject Page
Mix-and-Match Tuning for Self-supervised Semantic Segmentation
X. Zhan, Z. Liu, P. Luo, X. Tang, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight) PDFTechnical ReportProject Page | Codes
Video Object Segmentation with Re-identification
X. Li, Y. Qi, Z. Wang. K. Chen, Z. Liu, J. Shi, P. Luo, X. Tang, C. C. Loy
in Workshop of DAVIS Challenge on Video Object Segmentation, IEEE Conference on Computer Vision and Pattern Recognition, 2017 (Winning approach in DAVIS Challenge 2017, CVPR) PDFTechnical ReportProject Page
Not All Pixels Are Equal: Difficulty-Aware Semantic Segmentation via Deep Layer Cascade
X. Li, Z. Liu, P. Luo, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight) PDFTechnical ReportProject Page
Deep Learning Markov Random Field for Semantic Segmentation
Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI) Technical ReportProject Page
Semantic Image Segmentation via Deep Parsing Network
Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 1377-1385, 2015 (ICCV, Oral) PDFTechnical ReportProject Page
Representation Learning / Network Design
NewNetwork Pruning via Resource Reallocation
Y. Hou, Z. Ma, C. Liu, Z. Wang, C. C. Loy
Technical report, arXiv:2103.01847, 2021 Technical Report
EcoNAS: Finding Proxies for Economical Neural Architecture Search
D. Zhou, X. Zhou, W. Zhang, C. C. Loy, S. Yi, X. Zhang, W. Ouyang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary Material
Zoom-Net: Mining Deep Feature Interactions for Visual Relationship Recognition
G. Yin, L. Sheng, B. Liu, N. Yu, X. Wang, J. Shao, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFTechnical Report
PolyNet: A Pursuit of Structural Diversity in Very Deep Networks
X. Zhang, Z. Li, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR) PDFTechnical ReportProject Page
Learning to Disambiguate by Asking Discriminative Questions
Y. Li, C. Huang, X. Tang, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2017 (ICCV) PDFTechnical ReportProject Page
Local Similarity-Aware Deep Feature Embedding
C. Huang, C. C. Loy, X. Tang
in Proceedings of Neural Information Processing Systems, 2016 (NIPS) PDFTechnical Report
Unsupervised Learning of Discriminative Attributes and Visual Representations
C. Huang, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR) PDFProject Page | Codes
Learning Deep Representation for Imbalanced Classification
C. Huang, Y. Li, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight) PDFProject Page | Codes
Deep Representation Learning with Target Coding
S. Yang, P. Luo, C. C. Loy, K. W. Shum, X. Tang
in Proceedings of AAAI Conference on Artificial Intelligence, 2015 (AAAI, Oral, nominated as easily accessible paper) PDFSupplementary MaterialProject Page | Codes
Tracking / Association
NewMessyTable: Instance Association in Multiple Camera Views
Z. Cai, J. Zhang, D. Ren, C. Yu, H. Zhao, S. Yi, C. K. Yeo, C. C. Loy
European Conference on Computer Vision, 2020 (ECCV) PDFTechnical ReportSupplementary MaterialProject Page | Codes
Robust Multi-Modality Multi-Object Tracking
W. Zhang, H. Zhou, S. Sun, Z. Wang, J. Shi, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2019 (ICCV) PDFTechnical ReportProject Page | Codes
Learning
Unsupervised / Self-Supervised Learning
NewDelving into Inter-Image Invariance for Unsupervised Visual Representations
J. Xie, X. Zhan, Z. Liu, Y. S. Ong, C. C. Loy
Technical report, arXiv:2008.11702, 2020 Technical ReportProject Page | Codes
Online Deep Clustering for Unsupervised Representation Learning
X. Zhan, J. Xie, Z. Liu, Y. S. Ong, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportProject Page | Codes
Self-Supervised Learning via Conditional Motion Propagation
X. Zhan, X. Pan, Z. Liu, D. Lin, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page | Codes
Mix-and-Match Tuning for Self-supervised Semantic Segmentation
X. Zhan, Z. Liu, P. Luo, X. Tang, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight) PDFTechnical ReportProject Page | Codes
Unsupervised Learning of Discriminative Attributes and Visual Representations
C. Huang, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR) PDFProject Page | Codes
Knowledge Distillation
NewComputation-Efficient Knowledge Distillation via Uncertainty-Aware Mixup
G. Xu, Z. Liu, C. C. Loy
Technical report, arXiv:2012.05217, 2020 Technical ReportProject Page
Residual Knowledge Distillation
M. Gao, Y. Shen, Q. Li, C. C. Loy
Technical report, arXiv:2002.09168, 2020 Technical Report
Inter-Region Affinity Distillation for Road Marking Segmentation
Y. Hou, Z. Ma, C. Liu, T.-W. Hui, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks
Y. Hou, Z. Ma, C. Liu, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Oral) PDFTechnical ReportProject Page | Codes
Feature Matters: A Stage-by-Stage Approach for Knowledge Transfer
M. Gao, Y. Shen, Q. Li, C. C. Loy, X. Tang
Technical report, arXiv:1812.01819, 2018 Technical Report
Continual Learning
Learning a Unified Classifier Incrementally via Rebalancing
S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFProject Page | Codes
Lifelong Learning via Progressive Distillation and Retrospection
S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFProject Page | Codes
Domain Adaptation / Generalization
NewDomain Generalization: A Survey
K. Zhou, Z. Liu, Y. Qiao, T. Xiang, C. C. Loy
Technical report, arXiv:2102.12867, 2021 Technical Report
Sketch Me That Shoe
Q. Yu, F. Liu, Y. Song, T. Xiang, T. M. Hospedales, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral) PDFProject Page | Codes
Face Analysis
Face Detection
WIDER Face and Pedestrian Challenge 2018: Methods and Results
C. C. Loy, D. Lin, W. Ouyang, Y. Xiong, S. Yang, Q. Huang, D. Zhou, W. Xia, Q. Li, P. Luo, J. Yan, et al.
Technical report, arXiv:1902.06854, 2019 Technical Report
Face Detection through Scale-Friendly Deep Convolutional Networks
S. Yang, Y. Xiong, C. C. Loy, X. Tang
Technical report, arXiv:1706.02863, 2017 Technical Report
Faceness-Net: Face Detection through Deep Facial Part Responses
S. Yang, P. Luo, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI) DOITechnical Report
WIDER FACE: A Face Detection Benchmark
S. Yang, P. Luo, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral) PDFTechnical ReportLeaderboard | Dataset
From Facial Part Responses to Face Detection: A Deep Learning Approach
S. Yang, P. Luo, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 3676-3684, 2015 (ICCV) PDFTechnical ReportSupplementary MaterialProject Page
Face Alignment
Unconstrained Face Alignment via Cascaded Compositional Learning
S. Zhu, C. Li, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR) PDFProject Page
Learning Deep Representation for Face Alignment with Auxiliary Attributes
Z. Zhang, P. Luo, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 5, pp. 918–930, 2016 (TPAMI) PreprintProject Page | Codes
Face Alignment by Coarse-to-Fine Shape Searching
S. Zhu, C. Li, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4998-5006, 2015 (CVPR) PDFProject Page | Codes
Towards Arbitrary-View Face Alignment by Recommendation Trees
S. Zhu, C. Li, C. C. Loy, X. Tang
Technical report, arXiv:1511.06627, 2015 Technical Report
An Empirical Study of Recent Face Alignment Methods
H. Yang, X. Jia, C. C. Loy, P. Robinson
Technical report, arXiv:1511.05049, 2015 Technical ReportProject Page
Facial Landmark Detection by Deep Multi-task Learning
Z. Zhang, P. Luo, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, pp. 94-108, 2014 (ECCV) PDFTechnical ReportProject Page | Codes
Transferring Landmark Annotations for Cross-Dataset Face Alignment
S. Zhu, C. Li, C. C. Loy, X. Tang
Technical report, arXiv:1409.0602, 2014 PDFProject Page
Facial Attributes | Age | Expressions
Deep Imbalanced Learning for Face Recognition and Attribute Prediction
C. Huang, Y. Li, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019 (TPAMI) DOITechnical Report
From Facial Expression Recognition to Interpersonal Relation Prediction
Z. Zhang, P. Luo, C. C. Loy, X. Tang
International Journal of Computer Vision, 2017 (IJCV) DOITechnical ReportProject Page
Quantifying Facial Age by Posterior of Age Comparisons
Y. Zhang, L. Liu, C. Li, C. C. Loy
in Proceedings of British Machine Vision Conference, 2017 (BMVC, Oral) PDFTechnical ReportProject Page
Discriminative Sparse Neighbor Approximation for Imbalanced Learning
C. Huang, C. C. Loy, X. Tang
IEEE Transactions on Neural Networks and Learning Systems, 2017 (TNNLS) DOIPDFTechnical Report
Deep Learning Face Attributes for Face Detection and Alignment
C. C. Loy, P. Luo, and C. Huang
In R. S. Feris, C. Lampert and D. Parikh (Eds.), Visual Attributes, Springer, 2017 Book Link
Learning Deep Representation for Imbalanced Classification
C. Huang, Y. Li, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight) PDFProject Page | Codes
Learning Social Relation Traits from Face Images
Z. Zhang, P. Luo, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 3631-3639, 2015 (ICCV) PDFTechnical ReportSupplementary MaterialProject Page
Cumulative Attribute Space for Age and Crowd Density Estimation
K. Chen, S. Gong, T. Xiang, and C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2467-2474, 2013 (CVPR, Oral) PDFPosterProject Page
Face Clustering
Learning to Cluster Faces via Confidence and Connectivity Estimation
L. Yang, D. Chen, X. Zhan, R. Zhao, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
Learning to Cluster Faces on an Affinity Graph
L. Yang, X. Zhan, D. Chen, J. Yan, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Oral) PDFTechnical ReportProject Page | Codes
Merge or Not? Learning to Group Faces via Imitation Learning
Y. He, K. Cao, C. Li, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight) PDFTechnical ReportProject Page
Joint Face Representation Adaptation and Clustering in Videos
Z. Zhang, P. Luo, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page
Face Recognition
Deep Imbalanced Learning for Face Recognition and Attribute Prediction
C. Huang, Y. Li, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019 (TPAMI) DOITechnical Report
Consensus-Driven Propagation in Massive Unlabeled Data for Face Recognition
X. Zhan, Z. Liu, J. Yan, D. Lin, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFTechnical ReportProject Page | Codes
The Devil of Face Recognition is in the Noise
F. Wang, L. Chen, C. Li, S. Huang, Y. Chen, C. Qian, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFTechnical ReportProject Page
Pose-Robust Face Recognition via Deep Residual Equivariant Mapping
K. Cao, Y. Rong, C. Li, X. Tang, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR) PDFTechnical ReportProject Page | Codes
A Survey on Heterogeneous Face Recognition: Sketch, Infra-red, 3D and Low-Resolution
S. Ouyang, T. Hospedales, Y. Song, X. Li, C. C. Loy, X. Wang
Image and Vision Computing, 2016 (IVC) DOIPDF
Visual Surveillance
Camera Network Analysis
Incremental Activity Modelling in Multiple Disjoint Cameras
C. C. Loy, T. Xiang, S. Gong
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 9, pp. 1799-1813, 2012 (TPAMI) DOIPDFProject Page | Codes
Comparing Visual Feature Coding for Learning Disjoint Camera Dependencies
X. Zhu, S. Gong, and C. C. Loy
in Proceedings of British Machine Vision Conference, 2012 (BMVC) PDFExtended AbstractPoster
Time-Delayed Correlation Analysis for Multi-Camera Activity Understanding
C. C. Loy, T. Xiang, S. Gong
International Journal of Computer Vision, vol. 90, no. 1, pp. 106-129, 2010 (IJCV) DOIPDFProject Page | Codes
Modelling Activity Global Temporal Dependencies using Time Delayed Probabilistic Graphical Model
C. C. Loy, T. Xiang, S. Gong
in Proceedings of International Conference on Computer Vision, pp. 120-127, 2009 (ICCV, Oral) PDFProject Page | Codes
Multi-Camera Activity Correlation Analysis
C. C. Loy, T. Xiang, S. Gong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1988-1995, 2009 (CVPR, Oral) PDFProject Page | Codes
Person Attribute Recognition | Person Re-Identification
Pedestrian Color Naming via Convolutional Neural Network
Z. Cheng, X. Li, and C. C. Loy
in Proceedings of Asian Conference on Computer Vision, 2016 (ACCV, Oral, Best Application Paper Honorable Mention) PDFProject Page
Human Attribute Recognition by Deep Hierarchical Contexts
Y. Li, C. Huang, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page
Pedestrian Attribute Recognition At Far Distance
Y. Deng, P. Luo, C. C. Loy, X. Tang
ACM Multimedia, pp. 789-792, 2014 (ACM MM) PDFTechnical ReportProject Page
On-the-fly Feature Importance Mining for Person Re-Identification
C. Liu, S. Gong, and C. C. Loy
Pattern Recognition, vol. 47, no. 4, pp. 1602-1615, 2014 (PR) DOIPDFProject Page
Person Re-Identification
S. Gong, M. Cristani, S. Yan, C. C. Loy (Eds.)
Springer, January 2014 DOIPrefaceIntroduction
The Re-Identification Challenge [A Survey]
S. Gong, M. Cristani, C. C. Loy, and T. Hospedales
In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014 PDF
Evaluating Feature Importance for Re-Identification
C. Liu, S. Gong, C. C. Loy, X. Lin
In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014 PDF
POP: Person Re-Identification Post-Rank Optimisation
C. Liu, C. C. Loy, S. Gong, and G. Wang
in Proceedings of IEEE International Conference on Computer Vision, pp. 441-448, 2013 (ICCV) PDFPosterProject Page
Person Re-Identification by Manifold Ranking
C. C. Loy, C. Liu, S. Gong
in Proceedings of IEEE International Conference on Image Processing, pp. 3567-3571, 2013 (ICIP) PDFPosterProject Page | Codes
Person Re-Identification: What Features are Important?
C. Liu, S. Gong, C. C. Loy, X. Lin
in Proceedings of European Conference on Computer Vision, International Workshop on Re-Identification, pp. 391-401, 2012 (Re-Id @ ECCV) PDFProject Page
Crowd Behaviour Understanding and Profiling
Deep Learning for Scene Independent Crowd Analysis
X. Wang and C. C. Loy
In V. Murino, M. Cristani, S. Shah, S. Savarese (Eds.), Group and Crowd Behavior for Computer Vision, Elsevier, 2017 Book Link
Crowded Scene Understanding by Deeply Learned Volumetric Slices
J. Shao, C. C. Loy, X. Wang
IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST) DOI
Slicing Convolutional Neural Network for Crowd Video Understanding
J. Shao, C. C. Loy, K. Kang, X. Wang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight) PDFProject Page | Codes
Learning Scene-Independent Group Descriptors for Crowd Understanding
J. Shao, C. C. Loy, K. Kang, X. Wang
IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST) DOIPreprint
Deeply Learned Attributes for Crowded Scene Understanding
J. Shao, K. Kang, C. C. Loy, X. Wang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4657-4666, 2015 (CVPR, Oral) PDFProject Page | Codes
Scene-Independent Group Profiling in Crowd
J. Shao, C. C. Loy, X. Wang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2227-2234, 2014 (CVPR, Oral) PDFDemoProject Page | Codes
Stream-based Joint Exploration-Exploitation Active Learning
C. C. Loy, T. M. Hospedales, T. Xiang, S. Gong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1560-1567, 2012 (CVPR, Oral) PDFProject Page | Codes
Crowd Saliency Detection via Global Similarity Structure
M. K. Lim, V. J. Kok, C. C. Loy, and C. S. Chan
in Proceedings of International Conference on Pattern Recognition, pp. 3957-3962, 2014 (ICPR, Oral) PDFProject Page
Salient Motion Detection in Crowded Scenes
C. C. Loy, T. Xiang, S. Gong
in Proceedings of International Symposium on Communications, Control and Signal Processing, pp. 1-4, 2012 PDF
Detecting and Discriminating Behavioural Anomalies
C. C. Loy, T. Xiang, S. Gong
Pattern Recognition, vol. 44, no. 1, pp. 117-132, 2011 (PR) DOIPDF
Stream-based Active Unusual Event Detection
C. C. Loy, T. Xiang, S. Gong
in Proceedings of Asian Conference on Computer Vision, pp. 161-175, 2010 (ACCV, Oral) PDF
Modelling Multi-object Activity by Gaussian Processes
C. C. Loy, T. Xiang, S. Gong
in Proceedings of British Machine Vision Conference, 2009 (BMVC) PDFExtended AbstractPoster
Surveillance Video Behaviour Profiling and Anomaly Detection
C. C. Loy, T. Xiang, S. Gong
in Proceedings of Society of Photo-Optical Instrumentation Engineers Conference Series, 2009
From Local Temporal Correlation to Global Anomaly Detection
C. C. Loy, T. Xiang, S. Gong
in Proceedings of European Conference on Computer Vision, International Workshop on Machine Learning for Vision-based Motion Analysis, 2008 (MLVMA @ ECCV)
Crowd Density Estimation | Crowd Counting
From Semi-Supervised to Transfer Counting of Crowds
C. C. Loy, S. Gong, T. Xiang
in Proceedings of IEEE International Conference on Computer Vision, pp. 2256-2263, 2013 (ICCV) PDFPosterProject Page
Cumulative Attribute Space for Age and Crowd Density Estimation
K. Chen, S. Gong, T. Xiang, and C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2467-2474, 2013 (CVPR, Oral) PDFPosterProject Page
Crowd Counting and Profiling: Methodology and Evaluation
C. C. Loy, K. Chen, S. Gong, T. Xiang
in S. Ali, K. Nishino, D. Manocha, and M. Shah (Eds.), Modeling, Simulation and Visual Analysis of Crowds, Springer, vol. 11, pp. 347-382, 2013 DOIPDF
Feature Mining for Localised Crowd Counting
K. Chen, C. C. Loy, S. Gong, T. Xiang
in Proceedings of British Machine Vision Conference, 2012 (BMVC) PDFExtended AbstractPosterProject Page
Vehicle Classification
A Large-Scale Car Dataset for Fine-Grained Categorization and Verification
L. Yang, P. Luo, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 3973-3981, 2015 (CVPR) PDFTechnical ReportProject PageModel@Caffe
Video Summarisation
Learning from Multiple Sources for Video Summarisation
X. Zhu, C. C. Loy, S. Gong
International Journal of Computer Vision, vol. 117, no. 3, pp. 247–268, 2015 (IJCV) DOIPDFTechnical ReportProject Page
Constrained Clustering with Imperfect Oracles
X. Zhu, C. C. Loy, S. Gong
IEEE Transactions on Neural Networks and Learning Systems, 2015 (TNNLS) DOIPDFProject Page
Constructing Robust Affinity Graphs for Spectral Clustering
X. Zhu, C. C. Loy, S. Gong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1450-1457, 2014 (CVPR) PDFPosterProject Page | Codes
Video Synopsis by Heterogeneous Multi-Source Correlation
X. Zhu, C. C. Loy, S. Gong
in Proceedings of IEEE International Conference on Computer Vision, pp. 81-88, 2013 (ICCV) PDFPosterProject Page
Constrained Clustering: Effective Constraint Propagation with Imperfect Oracles
X. Zhu, C. C. Loy, S. Gong
in Proceedings of IEEE International Conference on Data Mining, pp. 1307-1312, 2013 (ICDM) PDFProject Page
General
Security and Surveillance
S. Gong, C. C. Loy, T. Xiang
in T. Moeslund, A. Hilton, V. Krueger, L. Sigal (Eds.), Visual Analysis of Humans: Looking at People, Springer, pp. 455-472, 2011 DOIPDF
Activity Understanding and Unusual Event Detection in Surveillance Videos
C. C. Loy
PhD Thesis, Queen Mary University of London, 2010 PDF
Thesis
Activity Understanding and Unusual Event Detection in Surveillance Videos
C. C. Loy
PhD Thesis, Queen Mary University of London, 2010 PDF
Person Re-Identification
S. Gong, M. Cristani, S. Yan, C. C. Loy (Eds.)
Springer, January 2014 DOIPrefaceIntroduction
Book Chapter
Deep Learning for Scene Independent Crowd Analysis
X. Wang and C. C. Loy
In V. Murino, M. Cristani, S. Shah, S. Savarese (Eds.), Group and Crowd Behavior for Computer Vision, Elsevier, 2017 Book Link
Deep Learning Face Attributes for Face Detection and Alignment
C. C. Loy, P. Luo, and C. Huang
In R. S. Feris, C. Lampert and D. Parikh (Eds.), Visual Attributes, Springer, 2017 Book Link
The Re-Identification Challenge [A Survey]
S. Gong, M. Cristani, C. C. Loy and T. Hospedales
In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014 PDF
Evaluating Feature Importance for Re-Identification
C. Liu, S. Gong, C. C. Loy, X. Lin
In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014 PDF
Crowd Counting and Profiling: Methodology and Evaluation
C. C. Loy, K. Chen, S. Gong, T. Xiang
in S. Ali, K. Nishino, D. Manocha, and M. Shah (Eds.), Modeling, Simulation and Visual Analysis of Crowds, Springer, vol. 11, pp. 347-382, 2013 DOIPDF
Security and Surveillance
S. Gong, C. C. Loy, T. Xiang
in T. Moeslund, A. Hilton, V. Krueger, L. Sigal (Eds.), Visual Analysis of Humans: Looking at People, Springer, pp. 455-472, 2011 DOIPDF
Journal
CARAFE++: Unified Content-Aware ReAssembly of FEatures
J. Wang, K. Chen, R. Xu, Z. Liu, C. C. Loy, D. Lin
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021 (TPAMI) Technical Report
Learning to Enhance Low-Light Image via Zero-Reference Deep Curve Estimation
C. Li, C. Guo, C. C. Loy
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021 (TPAMI) DOITechnical ReportProject Page
High-Quality Video Generation from Static Structural Annotations
L. Sheng, J. Pan, J. Guo, J. Shao, C. C. Loy
International Journal of Computer Vision, 2020 (IJCV) DOI
A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization
T.-W. Hui, X. Tang, C. C. Loy
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020 (TPAMI) DOITechnical ReportProject Page | Codes
Deep Imbalanced Learning for Face Recognition and Attribute Prediction
C. Huang, Y. Li, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019 (TPAMI) DOITechnical Report
Robust and Fast Decoding of High-Capacity Color QR Codes for Mobile Applications
Z. Yang, H. Xu, J. Deng, C. C. Loy, W. C. Lau
IEEE Transactions on Image Processing, vol. 27, no. 12, pp. 6093–6108, 2018 (TIP) DOITechnical Report
From Facial Expression Recognition to Interpersonal Relation Prediction
Z. Zhang, P. Luo, C. C. Loy, X. Tang
International Journal of Computer Vision, 2017 (IJCV) DOITechnical ReportProject Page
Faceness-Net: Face Detection through Deep Facial Part Responses
S. Yang, P. Luo, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI) DOITechnical Report
Deep Learning Markov Random Field for Semantic Segmentation
Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI) Technical ReportProject Page
Image Aesthetic Assessment: An Experimental Survey
Y. Deng, C. C. Loy, X. Tang
IEEE Signal Processing Magazine, vol. 34, no. 4, pp. 80–106, 2017 (SPM) DOITechnical ReportProject Page
Discriminative Sparse Neighbor Approximation for Imbalanced Learning
C. Huang, C. C. Loy, X. Tang
IEEE Transactions on Neural Networks and Learning Systems, 2017 (TNNLS) DOIPDFTechnical Report
Development of Fine-grained Pill Identification Algorithm using Deep Convolutional Network
Y. F. Wong, H. T. Ng, K. Y. Leung, K. Y. Chan, S. Y. Chan, C. C. Loy
Journal of Biomedical Informatics, 2017 (JBI) DOIProject Page
DeepID-Net: Object Detection with Deformable Part Based Convolutional Neural Networks
W. Ouyang, X. Zeng, X. Wang, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, H. Li, K. Wang, J. Yan, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2016 (TPAMI) DOI
A Survey on Heterogeneous Face Recognition: Sketch, Infra-red, 3D and Low-Resolution
S. Ouyang, T. Hospedales, Y. Song, X. Li, C. C. Loy, X. Wang
Image and Vision Computing, 2016 (IVC) DOIPDF
Crowded Scene Understanding by Deeply Learned Volumetric Slices
J. Shao, C. C. Loy, X. Wang
IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST) DOI
Learning Scene-Independent Group Descriptors for Crowd Understanding
J. Shao, C. C. Loy, X. Wang
IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST) DOIPreprint
Learning Deep Representation for Face Alignment with Auxiliary Attributes
Z. Zhang, P. Luo, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 5, pp. 918–930, 2016 (TPAMI) DOIPreprintProject Page | Codes
Learning from Multiple Sources for Video Summarisation
X. Zhu, C. C. Loy, S. Gong
International Journal of Computer Vision, vol. 117, no. 3, pp. 247–268, 2015 (IJCV) DOIPDFTechnical ReportProject Page
Image Super-Resolution Using Deep Convolutional Networks
C. Dong, C. C. Loy, K. He, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 2, pp. 295-307, 2015 (TPAMI) DOIPDFSupplementary MaterialProject Page | Codes
Constrained Clustering with Imperfect Oracles
X. Zhu, C. C. Loy, S. Gong
IEEE Transactions on Neural Networks and Learning Systems, 2015 (TNNLS) DOIPDFProject Page
On-the-fly Feature Importance Mining for Person Re-Identification
C. Liu, S. Gong, and C. C. Loy
Pattern Recognition, vol. 47, no. 4, pp. 1602-1615, 2014 (PR) DOIPDFProject Page
Incremental Activity Modelling in Multiple Disjoint Cameras
C. C. Loy, T. Xiang, S. Gong
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 9, pp. 1799-1813, 2012 (TPAMI) DOIPDFProject Page | Codes
Detecting and Discriminating Behavioural Anomalies
C. C. Loy, T. Xiang, S. Gong
Pattern Recognition, vol. 44, no. 1, pp. 117-132, 2011 (PR) DOIPDF
Time-Delayed Correlation Analysis for Multi-Camera Activity Understanding
C. C. Loy, T. Xiang, S. Gong
International Journal of Computer Vision, vol. 90, no. 1, pp. 106-129, 2010 (IJCV) DOIPDFProject Page | Codes
Authenticating the Identity of Computer Users with Typing Biometrics and the Fuzzy Min-Max Neural Network
A. Quteishat, C. P. Lim, C. C. Loy, and W. K. Lai
Special Issue on Biometrics and Its Applications, International Journal of Biomedical Soft Computing and Human Sciences, vo. 14, no. 1, pp. 47-53, 2008 PDF
Conference
Positional Encoding as Spatial Inductive Bias in GANs
R. Xu, X. Wang, K. Chen, B. Zhou, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical ReportProject PageYouTube
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond
K. C. K. Chan, X. Wang, K. Yu, C. Dong, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical ReportProject Page
GLEAN: Generative Latent Bank for Large-Factor Image Super-Resolution
K. C. K. Chan, X. Wang, X. Xu, J. Gu, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR, Oral) Technical ReportProject Page
Unsupervised 3D Shape Completion through GAN-Inversion
J. Zhang, X. Chen, Z. Cai, L. Pan, H. Zhao, S. Yi, C. K. Yeo, B. Dai, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
Deep Animation Video Interpolation in the Wild
S-Y. Li, S. Zhao, W. Yu, W. Sun, D. Metaxas, C. C. Loy, Z. Liu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical ReportProject Page
Pose-Controllable Talking Face Generation by Implicitly Modularized Audio-Visual Representation
H. Zhou, Y. Sun, W. Wu, C. C. Loy, X. Wang, Z. Liu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
Robust Reference-based Super-Resolution via C2-Matching
Y. Jiang, K. C. K. Chan, X. Wang, C. C. Loy, Z. Liu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
Everything's Talkin': Pareidolia Face Reenactment
L. Song, W. Wu, C. Fu, C. Qian, C. C. Loy, R. He
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) PDFTechnical ReportProject Page
Audio-Driven Emotional Video Portraits
X. Ji, H. Zhou, K. Wang, W. Wu, X. Cao, C. C. Loy, F. Xu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
Removing Diffraction Image Artifacts in Under-Display Camera via Dynamic Skip Connection Network
R. Feng, C. Li, H. Chen, S. Li, C. C. Loy, J. Gu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
Seesaw Loss for Long-Tailed Instance Segmentation
J. Wang, W. Zhang, Y. Zang, Y. Cao, J. Pang, T. Gong, K. Chen, Z. Liu, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical Report
Do 2D GANs Know 3D Shape? Unsupervised 3D shape reconstruction from 2D Image GANs
X. Pan, B. Dai, Z. Liu, C. C. Loy, P. Luo
International Conference on Learning Representations, 2021 (ICLR, Oral) Technical ReportProject Page
Understanding Deformable Alignment in Video Super-Resolution
K. C. K. Chan, X. Wang, K. Yu, C. Dong, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2021 (AAAI) Technical Report
Cross-Scale Internal Graph Neural Network for Image Super-Resolution
S. Zhou, J. Zhang, W. Zuo, C. C. Loy
in Proceedings of Neural Information Processing Systems, 2020 (NeurIPS) PDFTechnical ReportSupplementary MaterialProject Page
TSIT: A Simple and Versatile Framework for Image-to-Image Translation
L. Jiang, C. Zhang, M. Huang, C. Liu, J. Shi, C. C. Loy
European Conference on Computer Vision, 2020 (ECCV, Spotlight) PDFTechnical ReportSupplementary MaterialProject Page | Codes
MEAD: A Large-scale Audio-visual Dataset for Emotional Talking Face Generation
K. Wang, Q. Wu, L. Song, Z. Yang, W. Wu, C. Qian, R. He, Y. Qiao, C. C. Loy
European Conference on Computer Vision, 2020 (ECCV) PDFProject Page
Side-Aware Boundary Localization for More Precise Object Detection
J. Wang, W. Zhang, Y. Cao, K. Chen, J. Pang, T. Gong, J. Shi, C. C. Loy, D. Lin
European Conference on Computer Vision, 2020 (ECCV) PDFTechnical ReportSupplementary Material
Exploiting Deep Generative Prior for Versatile Image Restoration and Manipulation
X. Pan, X. Zhan, B. Dai, D. Lin, C. C. Loy, P. Luo
European Conference on Computer Vision, 2020 (ECCV, Oral) PDFTechnical ReportProject Page | Codes
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection
L. Jiang, W. Wu, R. Li, C. Qian, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page
TransMoMo: Invariance-Driven Unsupervised Video Motion Retargeting
Z. Yang, W. Zhu, W. Wu, C. Qian, Q. Zhou, B. Zhou, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
Online Deep Clustering for Unsupervised Representation Learning
X. Zhan, J. Xie, Z. Liu, Y. S. Ong, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportProject Page | Codes
Inter-Region Affinity Distillation for Road Marking Segmentation
Y. Hou, Z. Ma, C. Liu, T.-W. Hui, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
Learning to Cluster Faces via Confidence and Connectivity Estimation
L. Yang, D. Chen, X. Zhan, R. Zhao, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement
C. Guo, C. Li, J. Guo, C. C. Loy, J. Hou, S. Kwong, R. Cong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
EcoNAS: Finding Proxies for Economical Neural Architecture Search
D. Zhou, X. Zhou, W. Zhang, C. C. Loy, S. Yi, X. Zhang, W. Ouyang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary Material
Real or Not Real, That is the Question
Y. Xiangli, Y. Deng, B. Dai, C. C. Loy, D. Lin
International Conference on Learning Representations, 2020 (ICLR, Spotlight) PDFProject Page | Codes
CARAFE: Content-Aware ReAssembly of FEatures
J. Wang, K. Chen, R. Xu, Z. Liu, C. C. Loy, D. Lin
in Proceedings of International Conference on Computer Vision, 2019 (ICCV, Oral) PDFTechnical ReportSupplementary Material
Delving Deep into Hybrid Annotations for 3D Human Recovery in the Wild
Y. Rong, Z. Liu, C. Li, K. Cao, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2019 (ICCV) PDFTechnical ReportsProject Page | CodesSupplementary Material
Robust Multi-Modality Multi-Object Tracking
W. Zhang, H. Zhou, S. Sun, Z. Wang, J. Shi, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2019 (ICCV) PDFTechnical ReportProject Page | Codes
One-shot Face Reenactment
Y. Zhang, S. Zhang, Y. He, C. Li, C. C. Loy, Z. Liu
in Proceedings of British Machine Vision Conference, 2019 (BMVC, Spotlight) PDFTechnical ReportProject Page | Codes
Deep Network Interpolation for Continuous Imagery Effect Transition
X. Wang, K. Yu, C. Dong, X. Tang, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page
Hybrid Task Cascade for Instance Segmentation
K. Chen, J. Pang, J. Wang, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Shi, W. Ouyang, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Winning entry of COCO 2018 Challenge - object detection task) PDFTechnical ReportProject Page | Codes
Region Proposal by Guided Anchoring
J. Wang, K. Chen, S. Yang, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page | Codes
Deep Flow-Guided Video Inpainting
R. Xu, X. Li, B. Zhou, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page
TransGaGa: Geometry-Aware Unsupervised Image-to-Image Translation
W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page
Learning to Cluster Faces on an Affinity Graph
L. Yang, X. Zhan, D. Chen, J. Yan, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Oral) PDFTechnical ReportProject Page | Codes
Learning a Unified Classifier Incrementally via Rebalancing
S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFProject Page | Codes
Self-Supervised Learning via Conditional Motion Propagation
X. Zhan, X. Pan, Z. Liu, D. Lin, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page | Codes
Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks
Y. Hou, Z. Ma, C. Liu, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Oral) PDFTechnical ReportProject Page | Codes
Instance-level Facial Attributes Transfer with Geometry-aware Flow
W. Yin, Z. Liu, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Spotlight) PDFTechnical ReportProject Page | Codes
Non-Local Recurrent Network for Image Restoration
D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
in Proceedings of Neural Information Processing Systems, 2018 (NeurIPS) PDFTechnical ReportProject Page | Codes
Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation
X. Li, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFTechnical Report
Consensus-Driven Propagation in Massive Unlabeled Data for Face Recognition
X. Zhan, Z. Liu, J. Yan, D. Lin, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFTechnical ReportProject Page | Codes
The Devil of Face Recognition is in the Noise
F. Wang, L. Chen, C. Li, S. Huang, Y. Chen, C. Qian, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFTechnical ReportProject Page
Lifelong Learning via Progressive Distillation and Retrospection
S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFProject Page | Codes
Zoom-Net: Mining Deep Feature Interactions for Visual Relationship Recognition
G. Yin, L. Sheng, B. Liu, N. Yu, X. Wang, J. Shao, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFTechnical Report
PSANet: Point-wise Spatial Attention Network for Scene Parsing
H. Zhao, Y. Zhang, S. Liu, J. Shi, C. C. Loy, D. Lin, J. Jia
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFSupplementary MaterialProject Page
Aesthetic-Driven Image Enhancement by Adversarial Learning
Y. Deng, C. C. Loy, X. Tang
ACM Multimedia, 2018 (ACM MM) PDFTechnical ReportProject Page | Codes
Optimizing Video Object Detection via a Scale-Time Lattice
K. Chen, J. Wang, S. Yang, X. Zhang, Y. Xiong, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR) PDFTechnical ReportProject PageYouTube
Pose-Robust Face Recognition via Deep Residual Equivariant Mapping
K. Cao, Y. Rong, C. Li, X. Tang, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR) PDFTechnical ReportProject Page | Codes
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform
X. Wang, K. Yu, C. Dong, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR) PDFTechnical ReportProject Page | Codes
Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning
K. Yu, C. Dong, L. Lin, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight) PDFTechnical ReportProject Page | Codes
LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation
T.-W. Hui, X. Tang, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight) PDFTechnical ReportProject Page | CodesYouTube
Fusing Object Context to Detect Functional Area for Cognitive Robots
H. Cheng, J. Cai, Q. Liu, Z. Zhang, K. Yang, C. C. Loy, L. Lin
in Proceedings of IEEE International Conference on Robotics and Automation, 2018 (ICRA) PDF
Mix-and-Match Tuning for Self-supervised Semantic Segmentation
X. Zhan, Z. Liu, P. Luo, X. Tang, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight) PDFTechnical ReportProject Page | Codes
Merge or Not? Learning to Group Faces via Imitation Learning
Y. He, K. Cao, C. Li, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight) PDFTechnical ReportProject Page
Be Your Own Prada: Fashion Synthesis with Structural Coherence
S. Zhu, S. Fidler, R. Urtasun, D. Lin, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2017 (ICCV) PDFProject Page | Codes
Learning to Disambiguate by Asking Discriminative Questions
Y. Li, C. Huang, X. Tang, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2017 (ICCV) PDFTechnical ReportProject Page
Quantifying Facial Age by Posterior of Age Comparisons
Y. Zhang, L. Liu, C. Li, C. C. Loy
in Proceedings of British Machine Vision Conference, 2017 (BMVC, Oral) PDFTechnical ReportProject Page
PolyNet: A Pursuit of Structural Diversity in Very Deep Networks
X. Zhang, Z. Li, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR) PDFTechnical ReportProject Page
Not All Pixels Are Equal: Difficulty-Aware Semantic Segmentation via Deep Layer Cascade
X. Li, Z. Liu, P. Luo, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight) PDFTechnical ReportProject Page
Discover and Learn New Objects from Documentaries
K. Chen, H. Song, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight) PDFTechnical ReportProject Page
Local Similarity-Aware Deep Feature Embedding
C. Huang, C. C. Loy, X. Tang
in Proceedings of Neural Information Processing Systems, 2016 (NIPS) PDFTechnical Report
Pedestrian Color Naming via Convolutional Neural Network
Z. Cheng, X. Li, and C. C. Loy
in Proceedings of Asian Conference on Computer Vision, 2016 (ACCV, Oral, Best Application Paper Honorable Mention) PDFProject Page
Joint Face Representation Adaptation and Clustering in Videos
Z. Zhang, P. Luo, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page
Depth Map Super Resolution by Deep Multi-Scale Guidance
T.-W. Hui, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page | Codes
Deep Specialized Network for Illuminant Estimation
W. Shi, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page
Deep Cascaded Bi-Network for Face Hallucination
S. Zhu, S. Liu, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFTechnical ReportProject Page | Codes
Human Attribute Recognition by Deep Hierarchical Contexts
Y. Li, C. Huang, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page
WIDER FACE: A Face Detection Benchmark
S. Yang, P. Luo, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral) PDFTechnical ReportLeaderboard | Dataset
Sketch Me That Shoe
Q. Yu, F. Liu, Y. Song, T. Xiang, T. M. Hospedales, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral) PDFProject Page | Codes
Learning Deep Representation for Imbalanced Classification
C. Huang, Y. Li, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight) PDFProject Page | Codes
Slicing Convolutional Neural Network for Crowd Video Understanding
J. Shao, C. C. Loy, K. Kang, X. Wang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight) PDFProject Page | Codes
Unconstrained Face Alignment via Cascaded Compositional Learning
S. Zhu, C. Li, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR) PDFProject Page
Unsupervised Learning of Discriminative Attributes and Visual Representations
C. Huang, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR) PDFProject Page | Codes
Reading Scene Text in Deep Convolutional Sequences
P. He, W. Huang, Y. Qiao, C. C. Loy, X. Tang
in Proceedings of AAAI Conference on Artificial Intelligence, 2016 (AAAI, Oral) PDFTechnical Report
Towards Robust Color Recovery for High-Capacity Color QR Codes
Z. Yang, Z. Cheng, C. C. Loy, W. C. Lau, C. M. Li, G. Li
in Proceedings of IEEE International Conference on Image Processing, 2016 (ICIP) PDFProject Page
From Facial Part Responses to Face Detection: A Deep Learning Approach
S. Yang, P. Luo, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 3676-3684, 2015 (ICCV) PDFTechnical ReportSupplementary MaterialProject Page
Learning Social Relation Traits from Face Images
Z. Zhang, P. Luo, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 3631-3639, 2015 (ICCV) PDFTechnical ReportSupplementary MaterialProject Page
Semantic Image Segmentation via Deep Parsing Network
Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 1377-1385, 2015 (ICCV, Oral) PDFTechnical ReportProject Page
Compression Artifacts Reduction by a Deep Convolutional Network
C. Dong, Y. Deng, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 576-584, 2015 (ICCV) PDFTechnical ReportProject Page | Codes
Deeply Learned Attributes for Crowded Scene Understanding
J. Shao, K. Kang, C. C. Loy, X. Wang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4657-4666, 2015 (CVPR, Oral) PDFProject Page | Codes
Face Alignment by Coarse-to-Fine Shape Searching
S. Zhu, C. Li, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4998-5006, 2015 (CVPR) PDFProject Page | Codes
A Large-Scale Car Dataset for Fine-Grained Categorization and Verification
L. Yang, P. Luo, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 3973-3981, 2015 (CVPR) PDFTechnical ReportProject PageModel@Caffe
DeepID-Net: Deformable Deep Convolutional Neural Networks for Object Detection
W. Ouyang, X. Wang, X. Zeng, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2403-2412, 2015 (CVPR, Winning approach in ILSVRC2014 detection task) PDFProject Page | Codes
Deep Representation Learning with Target Coding
S. Yang, P. Luo, C. C. Loy, K. W. Shum, X. Tang
in Proceedings of AAAI Conference on Artificial Intelligence, 2015 (AAAI, Oral, nominated as easily accessible paper) PDFSupplementary MaterialProject Page | Codes
Learning a Deep Convolutional Network for Image Super-Resolution
C. Dong, C. C. Loy, K. He, X. Tang
in Proceedings of European Conference on Computer Vision, pp 184-199, 2014 (ECCV) PDFSupplementary MaterialProject Page | Codes
Facial Landmark Detection by Deep Multi-task Learning
Z. Zhang, P. Luo, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, pp. 94-108, 2014 (ECCV) PDFTechnical ReportProject Page | Codes
Scene-Independent Group Profiling in Crowd
J. Shao, C. C. Loy, X. Wang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2227-2234, 2014 (CVPR, Oral) PDFDemoProject Page | Codes
Constructing Robust Affinity Graphs for Spectral Clustering
X. Zhu, C. C. Loy, S. Gong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1450-1457, 2014 (CVPR) PDFPosterProject Page | Codes
Pedestrian Attribute Recognition At Far Distance
Y. Deng, P. Luo, C. C. Loy, X. Tang
ACM Multimedia, pp. 789-792, 2014 (ACM MM) PDFTechnical ReportProject Page
Crowd Saliency Detection via Global Similarity Structure
M. K. Lim, V. J. Kok, C. C. Loy, and C. S. Chan
in Proceedings of International Conference on Pattern Recognition, pp. 3957-3962, 2014 (ICPR, Oral) PDFProject Page
Constrained Clustering: Effective Constraint Propagation with Imperfect Oracles
X. Zhu, C. C. Loy, S. Gong
in Proceedings of IEEE International Conference on Data Mining, pp. 1307-1312, 2013 (ICDM) PDFProject Page
Video Synopsis by Heterogeneous Multi-Source Correlation
X. Zhu, C. C. Loy, S. Gong
in Proceedings of IEEE International Conference on Computer Vision, pp. 81-88, 2013 (ICCV) PDFPosterProject Page
POP: Person Re-Identification Post-Rank Optimisation
C. Liu, C. C. Loy, S. Gong, G. Wang
in Proceedings of IEEE International Conference on Computer Vision, pp. 441-448, 2013 (ICCV) PDFPosterProject Page
From Semi-Supervised to Transfer Counting of Crowds
C. C. Loy, S. Gong, T. Xiang
in Proceedings of IEEE International Conference on Computer Vision, pp. 2256-2263, 2013 (ICCV) PDFPosterProject Page
Person Re-Identification by Manifold Ranking
C. C. Loy, C. Liu, S. Gong
in Proceedings of IEEE International Conference on Image Processing, pp. 3567-3571, 2013 (ICIP) PDFPosterProject Page | Codes
Cumulative Attribute Space for Age and Crowd Density Estimation
K. Chen, S. Gong, T. Xiang, and C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2467-2474, 2013 (CVPR, Oral) PDFPosterProject Page
Feature Mining for Localised Crowd Counting
K. Chen, C. C. Loy, S. Gong, T. Xiang
in Proceedings of British Machine Vision Conference, 2012 (BMVC) PDFExtended AbstractPosterProject Page
Comparing Visual Feature Coding for Learning Disjoint Camera Dependencies
X. Zhu, S. Gong, and C. C. Loy
in Proceedings of British Machine Vision Conference, 2012 (BMVC) PDFExtended AbstractPoster
Stream-based Joint Exploration-Exploitation Active Learning
C. C. Loy, T. M. Hospedales, T. Xiang, S. Gong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1560-1567, 2012 (CVPR, Oral) PDFProject Page | Codes
Stream-based Active Unusual Event Detection
C. C. Loy, T. Xiang, S. Gong
in Proceedings of Asian Conference on Computer Vision, pp. 161-175, 2010 (ACCV, Oral) PDF
Modelling Activity Global Temporal Dependencies using Time Delayed Probabilistic Graphical Model
C. C. Loy, T. Xiang, S. Gong
in Proceedings of International Conference on Computer Vision, pp. 120-127, 2009 (ICCV, Oral) PDFProject Page | Codes
Modelling Multi-object Activity by Gaussian Processes
C. C. Loy, T. Xiang, S. Gong
in Proceedings of British Machine Vision Conference, 2009 (BMVC) PDFExtended AbstractPoster
Multi-Camera Activity Correlation Analysis
C. C. Loy, T. Xiang, S. Gong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1988-1995, 2009 (CVPR, Oral) PDFProject Page | Codes
Robust Modular ARTMAP for Multi-Class Shape Recognition
C. P. Tan, C. C. Loy, W. K. Lai, and C. P. Lim
in Proceedings of IEEE International Joint Conference on Neural Networks, pp. 2405-2412, 2008 (IJCNN)
Keystroke Patterns Classification using the ARTMAP-FD Neural Network
C. C. Loy, W. K. Lai, and C. P. Lim
in Proceedings of International Conference on Intelligent Information Hiding and Multimedia Signal Processing, pp. 61-64, 2007 (IIHMSP) PDF
Use of Circle-Segments as a Data Visualization Technique for Feature Selection in Pattern Classification
S. L. Wang, C. C. Loy, C. P. Lim, W. K. Lai, and K. S. Tan
in Proceedings of International Conference on Neural Information Processing, pp. 625-634, 2007 (ICONIP) PDF
Investigation into the Use of N-grams for Ovarian Cancer Identification
Z. Z. Sharifah, C. C. Loy, S. Y. Tai, and W. K. Lai
in Proceedings of International Conference of Artificial Intelligence in Engineering and Technology, 2006
Dimensionality Reduction of Protein Mass Spectrometry Data Using Random Projection
C. C. Loy, W. K. Lai, and C. P. Lim
in Proceedings of International Conference on Neural Information Processing, pp. 776-785, 2006 (ICONIP) PDF
Pressure-based Typing Biometrics User Authentication Using The Fuzzy ARTMAP Neural Network
C. C. Loy, C. P. Lim, and W. K. Lai
in Proceedings of International Conference on Neural Information Processing, 2005 (ICONIP) PDF
Technical Report
Domain Generalization: A Survey
K. Zhou, Z. Liu, Y. Qiao, T. Xiang, C. C. Loy
Technical report, arXiv:2102.12867, 2021 Technical Report
Network Pruning via Resource Reallocation
Y. Hou, Z. Ma, C. Liu, Z. Wang, C. C. Loy
Technical report, arXiv:2103.01847, 2021 Technical Report
FASA: Feature Augmentation and Sampling Adaptation for Long-Tailed Instance Segmentation
Y Zang, C. Huang, C. C. Loy
Technical report, arXiv:2102.12867, 2021 Technical Report
DeeperForensics Challenge 2020 on Real-World Face Forgery Detection: Methods and Results
L. Jiang, Z. Guo, W. Wu, Z. Liu, Z. Liu, C. C. Loy et al.
Technical report, arXiv:2102.09471, 2021 Technical Report
Chasing the Tail in Monocular 3D Human Reconstruction with Prototype Memory
Y. Rong, Z. Liu, C. C. Loy
Technical report, arXiv:2012.14739, 2020 Technical Report
Focal Frequency Loss for Image Reconstruction and Synthesis
L. Jiang, B. Dai, W. Wu, C. C. Loy
Technical report, arXiv:2012.12821, 2020 Technical ReportProject Page
Multi-Modality Cut and Paste for 3D Object Detection
W. Zhang, Z. Wang, C. C. Loy
Technical report, arXiv:2012.12741, 2020 (Best neural planning metric (PKL), second runner-up, nuScenes Detection Challenge) Technical ReportProject Page
Computation-Efficient Knowledge Distillation via Uncertainty-Aware Mixup
G. Xu, Z. Liu, C. C. Loy
Technical report, arXiv:2012.05217, 2020 Technical ReportProject Page
Positional Encoding as Spatial Inductive Bias in GANs
R. Xu, X. Wang, K. Chen, B. Zhou, C. C. Loy
Technical report, arXiv:2012.05217, 2020 Technical ReportProject PageYouTube
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond
K. C. K. Chan, X. Wang, K. Yu, C. Dong, C. C. Loy
Technical report, arXiv:2012.02181, 2020 Technical ReportProject Page
GLEAN: Generative Latent Bank for Large-Factor Image Super-Resolution
K. C. K. Chan, X. Wang, X. Xu, J. Gu, C. C. Loy
Technical report, arXiv:2012.00739, 2020 Technical ReportProject Page
Do 2D GANs Know 3D Shape? Unsupervised 3D shape reconstruction from 2D Image GANs
X. Pan, B. Dai, Z. Liu, C. C. Loy, P. Luo
Technical report, arXiv:2011.00844, 2020 Technical ReportProject Page
Flexible Piecewise Curves Estimation for Photo Enhancement
C. Li, C. Guo, Q. Ai, S. Zhou, C. C. Loy
Technical report, arXiv:2010.13412, 2020 Technical Report
Texture Memory-Augmented Deep Patch-Based Image Inpainting
R. Xu, M. Guo, J. Wang, X. Li, B. Zhou, C. C. Loy
Technical report, arXiv:2009.13240, 2020 Technical Report
Understanding Deformable Alignment in Video Super-Resolution
K. C. K. Chan, X. Wang, K. Yu, C. Dong, C. C. Loy
Technical report, arXiv:2009.07265, 2020 Technical Report
Delving into Inter-Image Invariance for Unsupervised Visual Representations
J. Xie, X. Zhan, Z. Liu, Y. S. Ong, C. C. Loy
Technical report, arXiv:2008.11702, 2020 Technical ReportProject Page | Codes
Seesaw Loss for Long-Tailed Instance Segmentation
J. Wang, W. Zhang, Y. Zang, Y. Cao, J. Pang, T. Gong, K. Chen, Z. Liu, C. C. Loy, D. Lin
Technical report, arXiv:2008.10032, 2020 Technical Report
Cross-Scale Internal Graph Neural Network for Image Super-Resolution
S. Zhou, J. Zhang, W. Zuo, C. C. Loy
Technical report, arXiv:2006.16673, 2020 Technical ReportProject Page
Knowledge Distillation Meets Self-Supervision
G. Xu, Z. Liu, X. Li, C. C. Loy
Technical report, arXiv:2006.07114, 2020 Technical ReportProject Page | Codes
Feature Pyramid Grids
K. Chen, Y. Cao, C. C. Loy, D. Lin, C. Feichtenhofer
Technical report, arXiv:2004.03580, 2020 Technical Report
Exploiting Deep Generative Prior for Versatile Image Restoration and Manipulation
X. Pan, X. Zhan, B. Dai, D. Lin, C. C. Loy, P. Luo
Technical report, arXiv:2003.13659, 2020 Technical ReportProject Page | Codes
Residual Knowledge Distillation
M. Gao, Y. Shen, Q. Li, C. C. Loy
Technical report, arXiv:2002.09168, 2020 Technical Report
Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement
C. Guo, C. Li, J. Guo, C. C. Loy, J. Hou, S. Kwong, R. Cong
Technical report, arXiv:2001.06826, 2020 Technical ReportProject Page | Codes
Everybody’s Talkin’: Let Me Talk as You Want
L. Song, W. Wu, C. Qian, R. He, C. C. Loy
Technical report, arXiv:2001.05201, 2020 Technical ReportProject Page
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection
L. Jiang, W. Wu, R. Li, C. Qian, C. C. Loy
Technical report, arXiv:2001.03024, 2020 Technical ReportProject Page
EcoNAS: Finding Proxies for Economical Neural Architecture Search
D. Zhou, X. Zhou, W. Zhang, C. C. Loy, S. Yi, X. Zhang, W. Ouyang
Technical report, arXiv:2001.01233, 2020 Technical Report
Side-Aware Boundary Localization for More Precise Object Detection
J. Wang, W. Zhang, Y. Cao, K. Chen, J. Pang, T. Gong, J. Shi, C. C. Loy, D. Lin
Technical report, arXiv:1912.04260, 2019 Technical Report
Learning to Synthesize Fashion Textures
W. Shi, T.-W. Hui, Z. Liu, D. Lin, C. C. Loy
Technical report, arXiv:1911.07472, 2019 Technical Report
Feature Matters: A Stage-by-Stage Approach for Knowledge Transfer
M. Gao, Y. Shen, Q. Li, C. C. Loy, X. Tang
Technical report, arXiv:1812.01819, 2018 Technical Report
MMDetection: Open MMLab Detection Toolbox and Benchmark
K. Chen, J. Wang, J. Pang, Y. Cao, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Xu, Z. Zhang, D. Cheng, C. Zhu, T. Cheng, Q. Zhao, B. Li, X. Lu, R. Zhu, Y. Wu, J. Dai, J. Wang, J. Shi, W. Ouyang, C. C. Loy, D. Lin
Technical report, arXiv:1906.07155, 2019 Technical ReportProject Page
CARAFE: Content-Aware ReAssembly of FEatures
J. Wang, K. Chen, R. Xu, Z. Liu, C. C. Loy, D. Lin
Technical report, arXiv:1905.02188, 2019 Technical Report
Path-Restore: Learning Network Path Selection for Image Restoration
K. Yu, X. Wang, C. Dong, X. Tang, C. C. Loy
Technical report, arXiv:1904.10343, 2019 Technical ReportProject Page
Prime Sample Attention in Object Detection
Y. Cao, K. Chen, C. C. Loy, D. Lin
Technical report, arXiv:1904.04821, 2019 Technical ReportProject Page | Codes
A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization
T.-W. Hui, X. Tang, C. C. Loy
Technical report, arXiv:1903.07414, 2019 Technical ReportProject Page | Codes
Unsupervised Bi-directional Flow-based Video Generation from one Snapshot
L. Sheng, J. Pan, J. Guo, J. Shao, X. Wang, C. C. Loy
Technical report, arXiv:1903.00913, 2019 Technical Report
WIDER Face and Pedestrian Challenge 2018: Methods and Results
C. C. Loy, D. Lin, W. Ouyang, Y. Xiong, S. Yang, Q. Huang, D. Zhou, W. Xia, Q. Li, P. Luo, J. Yan, et al.
Technical report, arXiv:1902.06854, 2019 Technical Report
Hybrid Task Cascade for Instance Segmentation
K. Chen, J. Pang, J. Wang, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Shi, W. Ouyang, C. C. Loy, D. Lin
Technical report, arXiv:1901.07518, 2019 (Winning entry of COCO 2018 Challenge - object detection task) Technical ReportProject Page | Codes
Region Proposal by Guided Anchoring
J. Wang, K. Chen, S. Yang, C. C. Loy, D. Lin
Technical report, arXiv:1901.03278, 2019 Technical ReportProject Page | Codes
Deep Network Interpolation for Continuous Imagery Effect Transition
X. Wang, K. Yu, C. Dong, X. Tang, C. C. Loy
Technical report, arXiv:1811.10515, 2018 Technical ReportProject Page
Improving On-policy Learning with Statistical Reward Accumulation
Y. Deng, K. Yu, D. Lin, X. Tang, C. C. Loy
Technical report, arXiv:1809.02387, 2018 Technical ReportProject Page
Non-Local Recurrent Network for Image Restoration
D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
Technical report, arXiv:1806.02919, 2018 Technical ReportProject Page | Codes
Deep Imbalanced Learning for Face Recognition and Attribute Prediction
C. Huang, Y. Li, C. C. Loy, X. Tang
Technical report, arXiv:1806.00194, 2018 Technical Report
Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation
X. Li, C. C. Loy
Technical report, arXiv:1803.04242, 2018 Technical Report
Aesthetic-Driven Image Enhancement by Adversarial Learning
Y. Deng, C. C. Loy, X. Tang
Technical report, arXiv:1707.05251, 2017 Technical ReportProject Page | Codes
Merge or Not? Learning to Group Faces via Imitation Learning
Y. He, K. Cao, C. Li, C. C. Loy
Technical report, arXiv:1707.03986, 2017 Technical ReportProject Page
Face Detection through Scale-Friendly Deep Convolutional Networks
S. Yang, Y. Xiong, C. C. Loy, X. Tang
Technical report, arXiv:1706.02863, 2017 Technical Report
Robust and Fast Decoding of High-Capacity Color QR Codes for Mobile Applications
Z. Yang, H. Xu, J. Deng, C. C. Loy, W. C. Lau
Technical report, arXiv:1704.06447, 2017 Technical Report
Faceness-Net: Face Detection through Deep Facial Part Responses
S. Yang, P. Luo, C. C. Loy, X. Tang
Technical report, arXiv:1701.08393, 2017 Technical Report
PolyNet: A Pursuit of Structural Diversity in Very Deep Networks
X. Zhang, Z. Li, C. C. Loy, D. Lin
Technical report, arXiv:1611.05725, 2016 Technical ReportProject Page
Image Aesthetic Assessment: An Experimental Survey
Y. Deng, C. C. Loy, X. Tang
Technical report, arXiv:1610.00838, 2016 PDFProject Page
From Facial Expression Recognition to Interpersonal Relation Prediction
Z. Zhang, P. Luo, C. C. Loy, X. Tang
Technical report, arXiv:1609.06426, 2016 Technical ReportProject Page
Deep Convolution Networks for Compression Artifacts Reduction
K. Yu, C. Dong, C. C. Loy, X. Tang
Technical report, arXiv:1608.02778, 2016 Technical ReportProject Page | Codes
Deep Learning Markov Random Field for Semantic Segmentation
Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
Technical report, arXiv:1606.07230, 2016 Technical ReportProject Page
Discriminative Sparse Neighbor Approximation for Imbalanced Learning
C. Huang, C. C. Loy, X. Tang
Technical report, arXiv:1602.01197, 2016 Technical Report
WIDER FACE: A Face Detection Benchmark
S. Yang, P. Luo, C. C. Loy, X. Tang
Technical report, arXiv:1511.06523, 2015 Technical ReportLeaderboard | Dataset
Towards Arbitrary-View Face Alignment by Recommendation Trees
S. Zhu, C. Li, C. C. Loy, X. Tang
Technical report, arXiv:1511.06627, 2015 Technical Report
An Empirical Study of Recent Face Alignment Methods
H. Yang, X. Jia, C. C. Loy, P. Robinson
Technical report, arXiv:1511.05049, 2015 Technical ReportProject Page
Reading Scene Text in Deep Convolutional Sequences
P. He, W. Huang, Y. Qiao, C. C. Loy, X. Tang
Technical report, arXiv:1506.04395, 2015 Technical Report
Boosting Optical Character Recognition: A Super-Resolution Approach
C. Dong, X. Zhu, Y. Deng, C. C. Loy, Y. Qiao
Technical report, arXiv:1506.02211, 2015 (Winning approach in ICDAR Competition on Text Image Super-Resolution) Technical Report
Compression Artifacts Reduction by a Deep Convolutional Network
C. Dong, Y. Deng, C. C. Loy, X. Tang
Technical report, arXiv:1504.06993, 2015 Technical ReportProject Page | Codes
Learning Deep Representation for Face Alignment with Auxiliary Attributes
Z. Zhang, P. Luo, C. C. Loy, X. Tang
Technical report, arXiv:1408.3967, 2014 Technical ReportProject Page | Codes
Transferring Landmark Annotations for Cross-Dataset Face Alignment
S. Zhu, C. Li, C. C. Loy, X. Tang
Technical report, arXiv:1409.0602, 2014 Technical ReportProject Page
DeepID-Net: Multi-stage and Deformable Deep Convolutional Neural Network for Generic Object Detection
W. Ouyang, P. Luo, X. Zeng, S. Qiu, Y. Tian, H. Li, S. Yang, Z. Wang, Y. Xiong, C. Qian, Z. Zhu, R. Wang, C. C. Loy, X. Wang, X. Tang
Technical report, arXiv:1409.3505, 2014 Technical ReportProject Page
Workshop
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks
X. Wang, C. K. Chan, K. Yu, C. Dong, X. Tang, C. C. Loy
in Workshop Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, NTIRE, 2019 (CVPRW, Winning approach of all four tracks in the NTIRE 2019 video restoration and enhancement challenges) Technical ReportProject Page | Codes
Disentangling Content and Style via Unsupervised Geometry Distillation
W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
International Conference on Learning Representations Workshop, 2019 (ICLRW) PDF
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
X. Wang, K. Yu, S. Wu, J. Gu, Y. Liu, C. Dong, C. C. Loy, Y. Qiao, X. Tang
in Workshop Proceedings of European Conference on Computer Vision, 2018 (Champion, Region 3 in the PIRM2018-SR Challenge, ECCV) Technical ReportProject Page | Codes
Video Object Segmentation with Re-identification
X. Li, Y. Qi, Z. Wang. K. Chen, Z. Liu, J. Shi, P. Luo, X. Tang, C. C. Loy
in Workshop of DAVIS Challenge on Video Object Segmentation, IEEE Conference on Computer Vision and Pattern Recognition, 2017 (Winning approach in DAVIS Challenge 2017, CVPR) PDFTechnical ReportProject Page
Person Re-Identification: What Features are Important?
C. Liu, S. Gong, C. C. Loy, X. Lin
in Proceedings of European Conference on Computer Vision, International Workshop on Re-Identification, pp. 391-401, 2012 (Re-Id @ ECCV) PDFProject Page
Salient Motion Detection in Crowded Scenes
C. C. Loy, T. Xiang, S. Gong
in Proceedings of International Symposium on Communications, Control and Signal Processing, pp. 1-4, 2012 PDF
From Local Temporal Correlation to Global Anomaly Detection
C. C. Loy, T. Xiang, S. Gong
in Proceedings of European Conference on Computer Vision, International Workshop on Machine Learning for Vision-based Motion Analysis, 2008 (MLVMA @ ECCV)
Modular ARTMAP for Multi-Class Pattern Recognition
C. C. Loy, C. P. Tan, W. K. Lai
in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2007
Needle in a Data Haystack: Finding Similarities in High-Dimensional Data
W. K. Lai, A. Z. Fatimah, and C. C. Loy
in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2006
Classification of Computer System Users through Keystroke Dynamics
C. C. Loy, I. Hanum, C. P. Lim, W. K. Lai
in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2005
The Development of a Pressure-based Typing Biometrics User Authentication System
C. C. Loy, C. P. Lim, W. K. Lai
ASEAN Virtual Instrumentation Applications Contest, 2005
PDF
Invited Paper
Surveillance Video Behaviour Profiling and Anomaly Detection
C. C. Loy, T. Xiang, S. Gong
in Proceedings of Society of Photo-Optical Instrumentation Engineers Conference Series, 2009
2021
Positional Encoding as Spatial Inductive Bias in GANs
R. Xu, X. Wang, K. Chen, B. Zhou, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical ReportProject PageYouTube
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond
K. C. K. Chan, X. Wang, K. Yu, C. Dong, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical ReportProject Page
GLEAN: Generative Latent Bank for Large-Factor Image Super-Resolution
K. C. K. Chan, X. Wang, X. Xu, J. Gu, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR, Oral) Technical ReportProject Page
Unsupervised 3D Shape Completion through GAN-Inversion
J. Zhang, X. Chen, Z. Cai, L. Pan, H. Zhao, S. Yi, C. K. Yeo, B. Dai, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
Deep Animation Video Interpolation in the Wild
S-Y. Li, S. Zhao, W. Yu, W. Sun, D. Metaxas, C. C. Loy, Z. Liu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical ReportProject Page
Pose-Controllable Talking Face Generation by Implicitly Modularized Audio-Visual Representation
H. Zhou, Y. Sun, W. Wu, C. C. Loy, X. Wang, Z. Liu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
Robust Reference-based Super-Resolution via C2-Matching
Y. Jiang, K. C. K. Chan, X. Wang, C. C. Loy, Z. Liu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
Everything's Talkin': Pareidolia Face Reenactment
L. Song, W. Wu, C. Fu, C. Qian, C. C. Loy, R. He
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) PDFTechnical ReportProject Page
Audio-Driven Emotional Video Portraits
X. Ji, H. Zhou, K. Wang, W. Wu, X. Cao, C. C. Loy, F. Xu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
Removing Diffraction Image Artifacts in Under-Display Camera via Dynamic Skip Connection Network
R. Feng, C. Li, H. Chen, S. Li, C. C. Loy, J. Gu
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Coming Soon
Seesaw Loss for Long-Tailed Instance Segmentation
J. Wang, W. Zhang, Y. Zang, Y. Cao, J. Pang, T. Gong, K. Chen, Z. Liu, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2021 (CVPR) Technical Report
CARAFE++: Unified Content-Aware ReAssembly of FEatures
J. Wang, K. Chen, R. Xu, Z. Liu, C. C. Loy, D. Lin
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021 (TPAMI) Technical Report
Learning to Enhance Low-Light Image via Zero-Reference Deep Curve Estimation
C. Li, C. Guo, C. C. Loy
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021 (TPAMI) DOITechnical ReportProject Page
Understanding Deformable Alignment in Video Super-Resolution
K. C. K. Chan, X. Wang, K. Yu, C. Dong, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2021 (AAAI) Technical Report
Do 2D GANs Know 3D Shape? Unsupervised 3D shape reconstruction from 2D Image GANs
X. Pan, B. Dai, Z. Liu, C. C. Loy, P. Luo
International Conference on Learning Representations, 2021 (ICLR, Oral) PDFTechnical ReportProject Page
Domain Generalization: A Survey
K. Zhou, Z. Liu, Y. Qiao, T. Xiang, C. C. Loy
Technical report, arXiv:2102.12867, 2021 Technical Report
Network Pruning via Resource Reallocation
Y. Hou, Z. Ma, C. Liu, Z. Wang, C. C. Loy
Technical report, arXiv:2103.01847, 2021 Technical Report
FASA: Feature Augmentation and Sampling Adaptation for Long-Tailed Instance Segmentation
Y Zang, C. Huang, C. C. Loy
Technical report, arXiv:2102.12867, 2021 Technical Report
DeeperForensics Challenge 2020 on Real-World Face Forgery Detection: Methods and Results
L. Jiang, Z. Guo, W. Wu, Z. Liu, Z. Liu, C. C. Loy et al.
Technical report, arXiv:2102.09471, 2021 Technical Report
2020
Chasing the Tail in Monocular 3D Human Reconstruction with Prototype Memory
Y. Rong, Z. Liu, C. C. Loy
Technical report, arXiv:2012.14739, 2020 Technical Report
Focal Frequency Loss for Image Reconstruction and Synthesis
L. Jiang, B. Dai, W. Wu, C. C. Loy
Technical report, arXiv:2012.12821, 2020 Technical ReportProject Page
Multi-Modality Cut and Paste for 3D Object Detection
W. Zhang, Z. Wang, C. C. Loy
Technical report, arXiv:2012.12741, 2020 (Best neural planning metric (PKL), second runner-up, nuScenes Detection Challenge) Technical ReportProject Page
Computation-Efficient Knowledge Distillation via Uncertainty-Aware Mixup
G. Xu, Z. Liu, C. C. Loy
Technical report, arXiv:2012.05217, 2020 Technical ReportProject Page
Cross-Scale Internal Graph Neural Network for Image Super-Resolution
S. Zhou, J. Zhang, W. Zuo, C. C. Loy
in Proceedings of Neural Information Processing Systems, 2020 (NeurIPS) PDFTechnical ReportSupplementary MaterialProject Page
Flexible Piecewise Curves Estimation for Photo Enhancement
C. Li, C. Guo, Q. Ai, S. Zhou, C. C. Loy
Technical report, arXiv:2010.13412, 2020 Technical Report
Texture Memory-Augmented Deep Patch-Based Image Inpainting
R. Xu, M. Guo, J. Wang, X. Li, B. Zhou, C. C. Loy
Technical report, arXiv:2009.13240, 2020 Technical Report
Delving into Inter-Image Invariance for Unsupervised Visual Representations
J. Xie, X. Zhan, Z. Liu, Y. S. Ong, C. C. Loy
Technical report, arXiv:2008.11702, 2020 Technical ReportProject Page | Codes
TSIT: A Simple and Versatile Framework for Image-to-Image Translation
L. Jiang, C. Zhang, M. Huang, C. Liu, J. Shi, C. C. Loy
European Conference on Computer Vision, 2020 (ECCV, Spotlight) PDFTechnical ReportSupplementary MaterialProject Page | Codes
MEAD: A Large-scale Audio-visual Dataset for Emotional Talking Face Generation
K. Wang, Q. Wu, L. Song, Z. Yang, W. Wu, C. Qian, R. He, Y. Qiao, C. C. Loy
European Conference on Computer Vision, 2020 (ECCV) PDFProject Page
Side-Aware Boundary Localization for More Precise Object Detection
J. Wang, W. Zhang, Y. Cao, K. Chen, J. Pang, T. Gong, J. Shi, C. C. Loy, D. Lin
European Conference on Computer Vision, 2020 (ECCV) PDFTechnical ReportSupplementary Material
Exploiting Deep Generative Prior for Versatile Image Restoration and Manipulation
X. Pan, X. Zhan, B. Dai, D. Lin, C. C. Loy, P. Luo
European Conference on Computer Vision, 2020 (ECCV, Oral) PDFTechnical ReportProject Page | Codes
Feature Pyramid Grids
K. Chen, Y. Cao, C. C. Loy, D. Lin, C. Feichtenhofer
Technical report, arXiv:2004.03580, 2020 Technical Report
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection
L. Jiang, W. Wu, R. Li, C. Qian, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page
TransMoMo: Invariance-Driven Unsupervised Video Motion Retargeting
Z. Yang, W. Zhu, W. Wu, C. Qian, Q. Zhou, B. Zhou, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
Online Deep Clustering for Unsupervised Representation Learning
X. Zhan, J. Xie, Z. Liu, Y. S. Ong, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportProject Page | Codes
Inter-Region Affinity Distillation for Road Marking Segmentation
Y. Hou, Z. Ma, C. Liu, T.-W. Hui, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
Learning to Cluster Faces via Confidence and Connectivity Estimation
L. Yang, D. Chen, X. Zhan, R. Zhao, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement
C. Guo, C. Li, J. Guo, C. C. Loy, J. Hou, S. Kwong, R. Cong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page | Codes
EcoNAS: Finding Proxies for Economical Neural Architecture Search
D. Zhou, X. Zhou, W. Zhang, C. C. Loy, S. Yi, X. Zhang, W. Ouyang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2020 (CVPR) PDFTechnical ReportSupplementary Material
A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization
T.-W. Hui, X. Tang, C. C. Loy
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020 (TPAMI) DOITechnical ReportProject Page | Codes
High-Quality Video Generation from Static Structural Annotations
L. Sheng, J. Pan, J. Guo, J. Shao, C. C. Loy
International Journal of Computer Vision, 2020 (IJCV) DOI
Real or Not Real, That is the Question
Y. Xiangli, Y. Deng, B. Dai, C. C. Loy, D. Lin
International Conference on Learning Representations, 2020 (ICLR, Spotlight) PDFProject Page | Codes
Residual Knowledge Distillation
M. Gao, Y. Shen, Q. Li, C. C. Loy
Technical report, arXiv:2002.09168, 2020 Technical Report
Everybody’s Talkin’: Let Me Talk as You Want
L. Song, W. Wu, C. Qian, R. He, C. C. Loy
Technical report, arXiv:2001.05201, 2020 Technical ReportProject Page
2019
CARAFE: Content-Aware ReAssembly of FEatures
J. Wang, K. Chen, R. Xu, Z. Liu, C. C. Loy, D. Lin
in Proceedings of International Conference on Computer Vision, 2019 (ICCV, Oral) PDFTechnical ReportSupplementary Material
Delving Deep into Hybrid Annotations for 3D Human Recovery in the Wild
Y. Rong, Z. Liu, C. Li, K. Cao, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2019 (ICCV) PDFTechnical ReportsProject Page | CodesSupplementary Material
Robust Multi-Modality Multi-Object Tracking
W. Zhang, H. Zhou, S. Sun, Z. Wang, J. Shi, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2019 (ICCV) PDFTechnical ReportProject Page | Codes
One-shot Face Reenactment
Y. Zhang, S. Zhang, Y. He, C. Li, C. C. Loy, Z. Liu
in Proceedings of British Machine Vision Conference, 2019 (BMVC, Spotlight) PDFTechnical ReportProject Page | Codes
MMDetection: Open MMLab Detection Toolbox and Benchmark
K. Chen, J. Wang, J. Pang, Y. Cao, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Xu, Z. Zhang, D. Cheng, C. Zhu, T. Cheng, Q. Zhao, B. Li, X. Lu, R. Zhu, Y. Wu, J. Dai, J. Wang, J. Shi, W. Ouyang, C. C. Loy, D. Lin
Technical report, arXiv:1906.07155, 2019 Technical ReportProject Page
Deep Imbalanced Learning for Face Recognition and Attribute Prediction
C. Huang, Y. Li, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019 (TPAMI) DOITechnical Report
Disentangling Content and Style via Unsupervised Geometry Distillation
W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
International Conference on Learning Representations Workshop, 2019 (ICLRW) PDF
Path-Restore: Learning Network Path Selection for Image Restoration
K. Yu, X. Wang, C. Dong, X. Tang, C. C. Loy
Technical report, arXiv:1904.10343, 2019 Technical ReportProject Page
Learning to Synthesize Fashion Textures
W. Shi, T.-W. Hui, Z. Liu, D. Lin, C. C. Loy
Technical report, arXiv:1911.07472, 2019 Technical Report
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks
X. Wang, C. K. Chan, K. Yu, C. Dong, X. Tang, C. C. Loy
in Workshop Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, NTIRE, 2019 (CVPRW, Winning approach of all four tracks in the NTIRE 2019 video restoration and enhancement challenges) Technical ReportProject Page | Codes
Deep Network Interpolation for Continuous Imagery Effect Transition
X. Wang, K. Yu, C. Dong, X. Tang, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page
Hybrid Task Cascade for Instance Segmentation
K. Chen, J. Pang, J. Wang, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Shi, W. Ouyang, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Winning entry of COCO 2018 Challenge - object detection task) PDFTechnical ReportProject Page | Codes
Region Proposal by Guided Anchoring
J. Wang, K. Chen, S. Yang, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page | Codes
Deep Flow-Guided Video Inpainting
R. Xu, X. Li, B. Zhou, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page
TransGaGa: Geometry-Aware Unsupervised Image-to-Image Translation
W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportSupplementary MaterialProject Page
Learning to Cluster Faces on an Affinity Graph
L. Yang, X. Zhan, D. Chen, J. Yan, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Oral) PDFTechnical ReportProject Page | Codes
Learning a Unified Classifier Incrementally via Rebalancing
S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFProject Page | Codes
Self-Supervised Learning via Conditional Motion Propagation
X. Zhan, X. Pan, Z. Liu, D. Lin, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR) PDFTechnical ReportProject Page | Codes
Unsupervised Bi-directional Flow-based Video Generation from one Snapshot
L. Sheng, J. Pan, J. Guo, J. Shao, X. Wang, C. C. Loy
Technical report, arXiv:1903.00913, 2019 Technical Report
WIDER Face and Pedestrian Challenge 2018: Methods and Results
C. C. Loy, D. Lin, W. Ouyang, Y. Xiong, S. Yang, Q. Huang, D. Zhou, W. Xia, Q. Li, P. Luo, J. Yan, et al.
Technical report, arXiv:1902.06854, 2019 Technical Report
Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks
Y. Hou, Z. Ma, C. Liu, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Oral) PDFTechnical ReportProject Page | Codes
Instance-level Facial Attributes Transfer with Geometry-aware Flow
W. Yin, Z. Liu, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Spotlight) PDFTechnical ReportProject Page | Codes
Improving On-policy Learning with Statistical Reward Accumulation
Y. Deng, K. Yu, D. Lin, X. Tang, C. C. Loy
International Joint Conference on Artificial Intelligence, Workshop on Scaling Up Reinforcement Learning, 2019 (IJCAIW) Technical ReportProject Page
2018
Non-Local Recurrent Network for Image Restoration
D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
in Proceedings of Neural Information Processing Systems, 2018 (NeurIPS) PDFTechnical ReportProject Page | Codes
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
X. Wang, K. Yu, S. Wu, J. Gu, Y. Liu, C. Dong, C. C. Loy, Y. Qiao, X. Tang
in Workshop Proceedings of European Conference on Computer Vision, 2018 (Champion, Region 3 in the PIRM2018-SR Challenge, ECCV) Technical ReportProject Page | Codes
Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation
X. Li, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (First runner-up, DAVIS Challenge 2018, ECCV) PDFTechnical Report
Consensus-Driven Propagation in Massive Unlabeled Data for Face Recognition
X. Zhan, Z. Liu, J. Yan, D. Lin, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFTechnical ReportProject Page | Codes
The Devil of Face Recognition is in the Noise
F. Wang, L. Chen, C. Li, S. Huang, Y. Chen, C. Qian, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFTechnical ReportProject Page
Lifelong Learning via Progressive Distillation and Retrospection
S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFProject Page | Codes
Zoom-Net: Mining Deep Feature Interactions for Visual Relationship Recognition
G. Yin, L. Sheng, B. Liu, N. Yu, X. Wang, J. Shao, C. C. Loy
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFTechnical Report
PSANet: Point-wise Spatial Attention Network for Scene Parsing
H. Zhao, Y. Zhang, S. Liu, J. Shi, C. C. Loy, D. Lin, J. Jia
in Proceedings of European Conference on Computer Vision, 2018 (ECCV) PDFSupplementary MaterialProject Page
Aesthetic-Driven Image Enhancement by Adversarial Learning
Y. Deng, C. C. Loy, X. Tang
ACM Multimedia, 2018 (ACM MM) PDFTechnical ReportProject Page | Codes
Feature Matters: A Stage-by-Stage Approach for Knowledge Transfer
M. Gao, Y. Shen, Q. Li, C. C. Loy, X. Tang
Technical report, arXiv:1812.01819, 2018 Technical Report
Optimizing Video Object Detection via a Scale-Time Lattice
K. Chen, J. Wang, S. Yang, X. Zhang, Y. Xiong, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR) PDFTechnical ReportProject PageYouTube
Pose-Robust Face Recognition via Deep Residual Equivariant Mapping
K. Cao, Y. Rong, C. Li, X. Tang, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR) PDFTechnical ReportProject Page | Codes
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform
X. Wang, K. Yu, C. Dong, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR) PDFTechnical ReportProject Page | Codes
Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning
K. Yu, C. Dong, L. Lin, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight) PDFTechnical ReportProject Page | Codes
LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation
T.-W. Hui, X. Tang, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight) PDFTechnical ReportProject Page | CodesYouTube
Mix-and-Match Tuning for Self-supervised Semantic Segmentation
X. Zhan, Z. Liu, P. Luo, X. Tang, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight) PDFTechnical ReportProject Page | Codes
Merge or Not? Learning to Group Faces via Imitation Learning
Y. He, K. Cao, C. Li, C. C. Loy
in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight) PDFTechnical ReportProject Page
Robust and Fast Decoding of High-Capacity Color QR Codes for Mobile Applications
Z. Yang, H. Xu, J. Deng, C. C. Loy, W. C. Lau
IEEE Transactions on Image Processing, vol. 27, no. 12, pp. 6093–6108, 2018 (TIP) DOITechnical Report
Fusing Object Context to Detect Functional Area for Cognitive Robots
H. Cheng, J. Cai, Q. Liu, Z. Zhang, K. Yang, C. C. Loy, L. Lin
in Proceedings of IEEE International Conference on Robotics and Automation, 2018 (ICRA) PDF
2017
Video Object Segmentation with Re-identification
X. Li, Y. Qi, Z. Wang. K. Chen, Z. Liu, J. Shi, P. Luo, X. Tang, C. C. Loy
in Workshop of DAVIS Challenge on Video Object Segmentation, IEEE Conference on Computer Vision and Pattern Recognition, 2017 (Winning approach in DAVIS Challenge 2017, CVPR) PDFTechnical ReportProject Page
Aesthetic-Driven Image Enhancement by Adversarial Learning
Y. Deng, C. C. Loy, X. Tang
Technical report, arXiv:1707.05251, 2017 Technical ReportProject Page | Codes
Be Your Own Prada: Fashion Synthesis with Structural Coherence
S. Zhu, S. Fidler, R. Urtasun, D. Lin, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2017 (ICCV) PDFProject Page | Codes
Learning to Disambiguate by Asking Discriminative Questions
Y. Li, C. Huang, X. Tang, C. C. Loy
in Proceedings of International Conference on Computer Vision, 2017 (ICCV) PDFTechnical ReportProject Page
Quantifying Facial Age by Posterior of Age Comparisons
Y. Zhang, L. Liu, C. Li, C. C. Loy
in Proceedings of British Machine Vision Conference, 2017 (BMVC, Oral) PDFTechnical ReportProject Page
Face Detection through Scale-Friendly Deep Convolutional Networks
S. Yang, Y. Xiong, C. C. Loy, X. Tang
Technical report, arXiv:1706.02863, 2017 Technical Report
Deep Learning Markov Random Field for Semantic Segmentation
Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI) Technical ReportProject Page
Faceness-Net: Face Detection through Deep Facial Part Responses
S. Yang, P. Luo, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI) DOITechnical Report
Image Aesthetic Assessment: An Experimental Survey
Y. Deng, C. C. Loy, X. Tang
IEEE Signal Processing Magazine, vol. 34, no. 4, pp. 80–106, 2017 (SPM) DOITechnical ReportProject Page
Development of Fine-grained Pill Identification Algorithm using Deep Convolutional Network
Y. F. Wong, H. T. Ng, K. Y. Leung, K. Y. Chan, S. Y. Chan, C. C. Loy
Journal of Biomedical Informatics, 2017 (JBI) DOIProject Page
PolyNet: A Pursuit of Structural Diversity in Very Deep Networks
X. Zhang, Z. Li, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR) PDFTechnical ReportProject Page
Not All Pixels Are Equal: Difficulty-Aware Semantic Segmentation via Deep Layer Cascade
X. Li, Z. Liu, P. Luo, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight) PDFTechnical ReportProject Page
Discover and Learn New Objects from Documentaries
K. Chen, H. Song, C. C. Loy, D. Lin
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight) PDFTechnical ReportProject Page
From Facial Expression Recognition to Interpersonal Relation Prediction
Z. Zhang, P. Luo, C. C. Loy, X. Tang
International Journal of Computer Vision, 2017 (IJCV) DOITechnical ReportProject Page
Discriminative Sparse Neighbor Approximation for Imbalanced Learning
C. Huang, C. C. Loy, X. Tang
IEEE Transactions on Neural Networks and Learning Systems, 2017 (TNNLS) DOIPDFTechnical Report
Deep Learning for Scene Independent Crowd Analysis
X. Wang and C. C. Loy
In V. Murino, M. Cristani, S. Shah, S. Savarese (Eds.), Group and Crowd Behavior for Computer Vision, Elsevier, 2017 Book Link
Deep Learning Face Attributes for Face Detection and Alignment
C. C. Loy, P. Luo, and C. Huang
In R. S. Feris, C. Lampert and D. Parikh (Eds.), Visual Attributes, Springer, 2017 Book Link
2016
PolyNet: A Pursuit of Structural Diversity in Very Deep Networks
X. Zhang, Z. Li, C. C. Loy, D. Lin
Technical report, arXiv:1611.05725, 2016 Technical ReportProject Page
Local Similarity-Aware Deep Feature Embedding
C. Huang, C. C. Loy, X. Tang
in Proceedings of Neural Information Processing Systems, 2016 (NIPS) PDFTechnical Report
Pedestrian Color Naming via Convolutional Neural Network
Z. Cheng, X. Li, C. C. Loy
in Proceedings of Asian Conference on Computer Vision, 2016 (ACCV, Oral, Best Application Paper Honorable Mention) PDFProject Page
Joint Face Representation Adaptation and Clustering in Videos
Z. Zhang, P. Luo, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page
Depth Map Super Resolution by Deep Multi-Scale Guidance
T.-W. Hui, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page | Codes
Deep Specialized Network for Illuminant Estimation
W. Shi, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page
Deep Cascaded Bi-Network for Face Hallucination
S. Zhu, S. Liu, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFTechnical ReportProject Page | Codes
Human Attribute Recognition by Deep Hierarchical Contexts
Y. Li, C. Huang, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, 2016 (ECCV) PDFProject Page
Crowded Scene Understanding by Deeply Learned Volumetric Slices
J. Shao, C. C. Loy, K. Kang X. Wang
IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST) DOI
WIDER FACE: A Face Detection Benchmark
S. Yang, P. Luo, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral) PDFTechnical ReportLeaderboard | Dataset
Sketch Me That Shoe
Q. Yu, F. Liu, Y. Song, T. Xiang, T. M. Hospedales, C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral) PDFProject Page | Codes
Learning Deep Representation for Imbalanced Classification
C. Huang, Y. Li, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight) PDFProject Page | Codes
Slicing Convolutional Neural Network for Crowd Video Understanding
J. Shao, C. C. Loy, K. Kang, X. Wang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight) PDFProject Page | Codes
Unconstrained Face Alignment via Cascaded Compositional Learning
S. Zhu, C. Li, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR) PDFProject Page
Unsupervised Learning of Discriminative Attributes and Visual Representations
C. Huang, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR) PDFProject Page | Codes
Learning Deep Representation for Face Alignment with Auxiliary Attributes
Z. Zhang, P. Luo, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 5, pp. 918–930, 2016 (TPAMI) DOIPreprintProject Page | Codes
DeepID-Net: Object Detection with Deformable Part Based Convolutional Neural Networks
W. Ouyang, X. Zeng, X. Wang, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, H. Li, K. Wang, J. Yan, C. C. Loy, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2016 (TPAMI) DOI
A Survey on Heterogeneous Face Recognition: Sketch, Infra-red, 3D and Low-Resolution
S. Ouyang, T. Hospedales, Y. Song, X. Li, C. C. Loy, X. Wang
Image and Vision Computing, 2016 (IVC) DOIPDF
Learning Scene-Independent Group Descriptors for Crowd Understanding
J. Shao, C. C. Loy, K. Kang, X. Wang
IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST) DOIPreprint
Reading Scene Text in Deep Convolutional Sequences
P. He, W. Huang, Y. Qiao, C. C. Loy, X. Tang
in Proceedings of AAAI Conference on Artificial Intelligence, 2016 (AAAI, Oral) PDFTechnical Report
Towards Robust Color Recovery for High-Capacity Color QR Codes
Z. Yang, Z. Cheng, C. C. Loy, W. C. Lau, C. M. Li, G. Li
in Proceedings of IEEE International Conference on Image Processing, 2016 (ICIP) PDFProject Page
Image Aesthetic Assessment: An Experimental Survey
Y. Deng, C. C. Loy, X. Tang
Technical report, arXiv:1610.00838, 2016 Technical ReportProject Page
From Facial Expression Recognition to Interpersonal Relation Prediction
Z. Zhang, P. Luo, C. C. Loy, X. Tang
Technical report, arXiv:1609.06426, 2016 Technical ReportProject Page
Deep Convolution Networks for Compression Artifacts Reduction
K. Yu, C. Dong, C. C. Loy, X. Tang
Technical report, arXiv:1608.02778, 2016 Technical ReportProject Page | Codes
Deep Learning Markov Random Field for Semantic Segmentation
Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
Technical report, arXiv:1606.07230, 2016 Technical ReportProject Page
Discriminative Sparse Neighbor Approximation for Imbalanced Learning
C. Huang, C. C. Loy, X. Tang
Technical report, arXiv:1602.01197, 2016 Technical Report
2015
WIDER FACE: A Face Detection Benchmark
S. Yang, P. Luo, C. C. Loy, X. Tang
Technical report, arXiv:1511.06523, 2015 Technical ReportLeaderboard | Dataset
Towards Arbitrary-View Face Alignment by Recommendation Trees
S. Zhu, C. Li, C. C. Loy, X. Tang
Technical report, arXiv:1511.06627, 2015 Technical Report
An Empirical Study of Recent Face Alignment Methods
H. Yang, X. Jia, C. C. Loy, P. Robinson
Technical report, arXiv:1511.05049, 2015 Technical ReportProject Page
Learning from Multiple Sources for Video Summarisation
X. Zhu, C. C. Loy, S. Gong
International Journal of Computer Vision, vol. 117, no. 3, pp. 247–268, 2015 (IJCV) DOIPDFTechnical ReportProject Page
From Facial Part Responses to Face Detection: A Deep Learning Approach
S. Yang, P. Luo, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 3676-3684, 2015 (ICCV) PDFTechnical ReportSupplementary MaterialProject Page
Semantic Image Segmentation via Deep Parsing Network
Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 1377-1385, 2015 (ICCV, Oral) PDFTechnical ReportProject Page
Compression Artifacts Reduction by a Deep Convolutional Network
C. Dong, Y. Deng, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 576-584, 2015 (ICCV) PDFTechnical ReportProject Page | Codes
Learning Social Relation Traits from Face Images
Z. Zhang, P. Luo, C. C. Loy, X. Tang
in Proceedings of International Conference on Computer Vision, pp. 3631-3639, 2015 (ICCV) PDFTechnical ReportSupplementary MaterialProject Page
Image Super-Resolution Using Deep Convolutional Networks
C. Dong, C. C. Loy, K. He, X. Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 2, pp. 295-307, 2015 (TPAMI) DOIPDFSupplementary MaterialProject Page | Codes
Deeply Learned Attributes for Crowded Scene Understanding
J. Shao, K. Kang, C. C. Loy, X. Wang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4657-4666, 2015 (CVPR, Oral) PDFProject Page | Codes
Face Alignment by Coarse-to-Fine Shape Searching
S. Zhu, C. Li, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4998-5006, 2015 (CVPR) PDFProject Page | Codes
A Large-Scale Car Dataset for Fine-Grained Categorization and Verification
L. Yang, P. Luo, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 3973-3981, 2015 (CVPR) PDFTechnical ReportProject PageModel@Caffe
DeepID-Net: Deformable Deep Convolutional Neural Networks for Object Detection
W. Ouyang, X. Wang, X. Zeng, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, C. C. Loy, X. Tang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2403-2412, 2015 (CVPR, Winning approach in ILSVRC2014 detection task) PDFProject Page | Codes
Boosting Optical Character Recognition: A Super-Resolution Approach
C. Dong, X. Zhu, Y. Deng, C. C. Loy, Y. Qiao
Technical report, arXiv:1506.02211, 2015 (Winning approach in ICDAR Competition on Text Image Super-Resolution) PDF
Constrained Clustering with Imperfect Oracles
X. Zhu, C. C. Loy, S. Gong
IEEE Transactions on Neural Networks and Learning Systems, 2015 (TNNLS) DOIPDFProject Page
Deep Representation Learning with Target Coding
S. Yang, P. Luo, C. C. Loy, K. W. Shum, X. Tang
in Proceedings of AAAI Conference on Artificial Intelligence, 2015 (AAAI, Oral, nominated as easily accessible paper) PDFSupplementary MaterialProject Page | Codes
2014
Learning a Deep Convolutional Network for Image Super-Resolution
C. Dong, C. C. Loy, K. He, X. Tang
in Proceedings of European Conference on Computer Vision, pp 184-199, 2014 (ECCV) PDFSupplementary MaterialProject Page | Codes
Facial Landmark Detection by Deep Multi-task Learning
Z. Zhang, P. Luo, C. C. Loy, X. Tang
in Proceedings of European Conference on Computer Vision, pp. 94-108, 2014 (ECCV) PDFTechnical ReportProject Page | Codes
Transferring Landmark Annotations for Cross-Dataset Face Alignment
S. Zhu, C. Li, C. C. Loy, X. Tang
Technical report, arXiv:1409.0602, 2014 PDFProject Page
DeepID-Net: Multi-stage and Deformable Deep Convolutional Neural Network for Generic Object Detection
W. Ouyang, P. Luo, X. Zeng, S. Qiu, Y. Tian, H. Li, S. Yang, Z. Wang, Y. Xiong, C. Qian, Z. Zhu, R. Wang, C. C. Loy, X. Wang, X. Tang
Technical report, arXiv:1409.3505, 2014 PDFProject Page
Scene-Independent Group Profiling in Crowd
J. Shao, C. C. Loy, X. Wang
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2227-2234, 2014 (CVPR, Oral) PDFDemoProject Page | Codes
Constructing Robust Affinity Graphs for Spectral Clustering
X. Zhu, C. C. Loy, S. Gong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1450-1457, 2014 (CVPR) PDFPosterProject Page | Codes
Pedestrian Attribute Recognition At Far Distance
Y. Deng, P. Luo, C. C. Loy, X. Tang
ACM Multimedia, pp. 789-792, 2014 (ACM MM) PDFTechnical ReportProject Page
Crowd Saliency Detection via Global Similarity Structure
M. K. Lim, V. J. Kok, C. C. Loy, and C. S. Chan
in Proceedings of International Conference on Pattern Recognition, pp. 3957-3962, 2014 (ICPR, Oral) PDFProject Page
On-the-fly Feature Importance Mining for Person Re-Identification
C. Liu, S. Gong, and C. C. Loy
Pattern Recognition, vol. 47, no. 4, pp. 1602-1615, 2014 (PR) DOIPDFProject Page
Person Re-Identification
S. Gong, M. Cristani, S. Yan, C. C. Loy (Eds.)
Springer, January 2014 DOIPrefaceIntroduction
The Re-Identification Challenge [A Survey]
S. Gong, M. Cristani, C. C. Loy and T. Hospedales
In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014 PDF
Evaluating Feature Importance for Re-Identification
C. Liu, S. Gong, C. C. Loy, X. Lin
In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014 PDF
2013
Constrained Clustering: Effective Constraint Propagation with Imperfect Oracles
X. Zhu, C. C. Loy, S. Gong
in Proceedings of IEEE International Conference on Data Mining, pp. 1307-1312, 2013 (ICDM) PDFProject Page
Video Synopsis by Heterogeneous Multi-Source Correlation
X. Zhu, C. C. Loy, S. Gong
in Proceedings of IEEE International Conference on Computer Vision, pp. 81-88, 2013 (ICCV) PDFPosterProject Page
POP: Person Re-Identification Post-Rank Optimisation
C. Liu, C. C. Loy, S. Gong, G. Wang
in Proceedings of IEEE International Conference on Computer Vision, pp. 441-448, 2013 (ICCV) PDFPosterProject Page
From Semi-Supervised to Transfer Counting of Crowds
C. C. Loy, S. Gong, T. Xiang
in Proceedings of IEEE International Conference on Computer Vision, pp. 2256-2263, 2013 (ICCV) PDFPosterProject Page
Person Re-Identification by Manifold Ranking
C. C. Loy, C. Liu, S. Gong
in Proceedings of IEEE International Conference on Image Processing, pp. 3567-3571, 2013 (ICIP) PDFPosterProject Page | Codes
Cumulative Attribute Space for Age and Crowd Density Estimation
K. Chen, S. Gong, T. Xiang, and C. C. Loy
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2467-2474, 2013 (CVPR, Oral) PDFPosterProject Page
Crowd Counting and Profiling: Methodology and Evaluation
C. C. Loy, K. Chen, S. Gong, T. Xiang
in S. Ali, K. Nishino, D. Manocha, and M. Shah (Eds.), Modeling, Simulation and Visual Analysis of Crowds, Springer, vol. 11, pp. 347-382, 2013 DOIPDF
2012
Person Re-Identification: What Features are Important?
C. Liu, S. Gong, C. C. Loy, X. Lin
in Proceedings of European Conference on Computer Vision, International Workshop on Re-Identification, pp. 391-401, 2012 (Re-Id @ ECCV) PDFProject Page
Feature Mining for Localised Crowd Counting
K. Chen, C. C. Loy, S. Gong, T. Xiang
in Proceedings of British Machine Vision Conference, 2012 (BMVC) PDFExtended AbstractPosterProject Page
Comparing Visual Feature Coding for Learning Disjoint Camera Dependencies
X. Zhu, S. Gong, and C. C. Loy
in Proceedings of British Machine Vision Conference, 2012 (BMVC) PDFExtended AbstractPoster
Stream-based Joint Exploration-Exploitation Active Learning
C. C. Loy, T. M. Hospedales, T. Xiang, S. Gong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1560-1567, 2012 (CVPR, Oral) PDFProject Page | Codes
Incremental Activity Modelling in Multiple Disjoint Cameras
C. C. Loy, T. Xiang, S. Gong
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 9, pp. 1799-1813, 2012 (TPAMI) DOIPDFProject Page | Codes
Salient Motion Detection in Crowded Scenes
C. C. Loy, T. Xiang, S. Gong
in Proceedings of International Symposium on Communications, Control and Signal Processing, pp. 1-4, 2012 PDF
2011
Security and Surveillance
S. Gong, C. C. Loy, T. Xiang
in T. Moeslund, A. Hilton, V. Krueger, L. Sigal (Eds.), Visual Analysis of Humans: Looking at People, Springer, pp. 455-472, 2011 DOIPDF
Detecting and Discriminating Behavioural Anomalies
C. C. Loy, T. Xiang, S. Gong
Pattern Recognition, vol. 44, no. 1, pp. 117-132, 2011 (PR) DOIPDF
2010
Activity Understanding and Unusual Event Detection in Surveillance Videos
C. C. Loy
PhD Thesis, Queen Mary University of London, 2010 PDF
Stream-based Active Unusual Event Detection
C. C. Loy, T. Xiang, S. Gong
in Proceedings of Asian Conference on Computer Vision, pp. 161-175, 2010 (ACCV, Oral) PDF
Time-Delayed Correlation Analysis for Multi-Camera Activity Understanding
C. C. Loy, T. Xiang, S. Gong
International Journal of Computer Vision, vol. 90, no. 1, pp. 106-129, 2010 (IJCV) DOIPDFProject Page | Codes
2009
Modelling Activity Global Temporal Dependencies using Time Delayed Probabilistic Graphical Model
C. C. Loy, T. Xiang, S. Gong
in Proceedings of International Conference on Computer Vision, pp. 120-127, 2009 (ICCV, Oral) PDFProject Page | Codes
Modelling Multi-object Activity by Gaussian Processes
C. C. Loy, T. Xiang, S. Gong
in Proceedings of British Machine Vision Conference, 2009 (BMVC) PDFExtended AbstractPoster
Surveillance Video Behaviour Profiling and Anomaly Detection
C. C. Loy, T. Xiang, S. Gong
in Proceedings of Society of Photo-Optical Instrumentation Engineers Conference Series, 2009
Multi-Camera Activity Correlation Analysis
C. C. Loy, T. Xiang, S. Gong
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1988-1995, 2009 (CVPR, Oral) PDFProject Page | Codes
2008
From Local Temporal Correlation to Global Anomaly Detection
C. C. Loy, T. Xiang, S. Gong
in Proceedings of European Conference on Computer Vision, International Workshop on Machine Learning for Vision-based Motion Analysis, 2008 (MLVMA @ ECCV)
Authenticating the Identity of Computer Users with Typing Biometrics and the Fuzzy Min-Max Neural Network
A. Quteishat, C. P. Lim, C. C. Loy, and W. K. Lai
Special Issue on Biometrics and Its Applications, International Journal of Biomedical Soft Computing and Human Sciences, vo. 14, no. 1, pp. 47-53, 2008 PDF
Robust Modular ARTMAP for Multi-Class Shape Recognition
C. P. Tan, C. C. Loy, W. K. Lai, and C. P. Lim
in Proceedings of IEEE International Joint Conference on Neural Networks, pp. 2405-2412, 2008 (IJCNN)
2007
Modular ARTMAP for Multi-Class Pattern Recognition
C. C. Loy, C. P. Tan, W. K. Lai
in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2007
Keystroke Patterns Classification using the ARTMAP-FD Neural Network
C. C. Loy, W. K. Lai, and C. P. Lim
in Proceedings of International Conference on Intelligent Information Hiding and Multimedia Signal Processing, pp. 61-64, 2007 (IIHMSP) PDF
Use of Circle-Segments as a Data Visualization Technique for Feature Selection in Pattern Classification
S. L. Wang, C. C. Loy, C. P. Lim, W. K. Lai, and K. S. Tan
in Proceedings of International Conference on Neural Information Processing, pp. 625-634, 2007 (ICONIP) PDF
2006
Needle in a Data Haystack: Finding Similarities in High-Dimensional Data
W. K. Lai, A. Z. Fatimah, and C. C. Loy
in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2006
Investigation into the Use of N-grams for Ovarian Cancer Identification
Z. Z. Sharifah, C. C. Loy, S. Y. Tai, and W. K. Lai
in Proceedings of International Conference of Artificial Intelligence in Engineering and Technology, 2006
Dimensionality Reduction of Protein Mass Spectrometry Data Using Random Projection
C. C. Loy, W. K. Lai, and C. P. Lim
in Proceedings of International Conference on Neural Information Processing, pp. 776-785, 2006 (ICONIP) PDF
2005
Pressure-based Typing Biometrics User Authentication Using The Fuzzy ARTMAP Neural Network
C. C. Loy, C. P. Lim, and W. K. Lai
in Proceedings of International Conference on Neural Information Processing, 2005 (ICONIP) PDF
The Development of a Pressure-based Typing Biometrics User Authentication System
C. C. Loy, C. P. Lim, W. K. Lai
ASEAN Virtual Instrumentation Applications Contest, 2005
PDF
Classification of Computer System Users through Keystroke Dynamics
C. C. Loy, I. Hanum, C. P. Lim, W. K. Lai
in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2005