Zhen LEI Ph.D.

 雷 震

 

Professor

National Laboratory of Pattern Recognition, CASIA

 

PhD Supervisor:   Stan Z. Li

Tel: +86-10-82544687

[google scholar]

Email:

zlei at nlpr.ia.ac.cn

 

zhen.ray at gmail.com

 

·         2018~now,   Professor, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences

·         2013~2018, Associate Professor, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences

·         2011~2013, Assistant Professor, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences

·         2010~2011, Staff Researcher, IBM Research-China, Analytics and Optimization Dept.

·         2005~2010, Ph.D. in Center for Biometrics and Security Research (CBSR) & National Laboratory of Pattern Recognition (NLPR), Institute of Automation, Chinese Academy of Sciences

·         2001~2005, B.S in Dept. of Automation, University of Science and Technology of China

Face Detection, Face Alignment, Face Recognition, Computer Vision, Pattern Recognition, Artificial Intelligence, Image Processing

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欢迎报考研究生的同学联系我。

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Four papers accepted by ECCV2020!

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Five papers (3 orals) accepted by CVPR 2020. Congrats to all collaborators!

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Three papers accepted by AAAI 2020.

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Two papers accepted by TIFS, one paper accepted by PR

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Invited Speaker, “Face Recognition – Recent Advances and Future Direction” at WISE 2019

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Two papers accepted by ICCV2019

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We won the 1st place in  UG2 Challenge on the Dark Face Detection track

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Awarded the IAPR Young Biometrics Investigator Award (given to a single researcher worldwide every two years under the age of 40, whose research work has had a major impact in biometrics)

 

 

Competitions

·         2019 ICCV Lightweight Face Recognition Challenge on DeepGlint-Large track, Rank 1st

·         2019 CVPR UG2 Challenge: (Semi-) Supervised Face Detection in Low Light Conditions, Rank 1st

·         2017 FG facial micro-expression recognition competition, Rank 1st

·         2013 ICCV 300-W Challenge on facial landmark detection, Rank 1st

·         2013 The 2nd competition on counter measures to 2D facial spoofing attacks, Rank 1st

·         2011 IJCB Competition on counter measures to 2D facial spoofing attacks, Rank 1st

Publications

Book Chapter

1.         

Zhen Lei, Wang Tao, Xiangyu Zhu, Tianyu Fu, “Countermeasures to face photo spoofing attacks by exploiting structure and texture information from rotated face sequences”, Mobile Biometrics, Guodong Guo; Harry Wechsler (Eds.). IET Digital Library. ISBN: 978-1-78561-095-0. 2017

2.         

Meng Ao, Dong Yi, Zhen Lei and Stan Z. Li “Face Recognition at a Distance: System Issues”, Handbook of Remote Biometrics for Surveillance and Security, Tistarelli, Massimo; Li, Stan Z.; Chellappa, Rama (Eds.). Springer. ISBN: 978-1-84882-384-6. July 2009. [pdf]

3.         

Rui Wang, Shengcai Liao, Zhen Lei and Stan Z. Li, “Multimodal Biometrics Based on Near Infrared Face Recognition”, Chapter in Biometrics: Theory, Methods, and Applications (eds: N. V. Boulgouris, Konstantinos N. Plataniotis, Evangelia Micheli-Tzanakou). Wiley-IEEE Press, ISBN: 978-0-470-24782-2. November 2009.

4.         

Stan Z. Li, Zhen Lei, Ying Zheng, ZengFu Wang. "Shape and Texture Based Deformable Models for Image Analysis". In Deformable Models - Theory & Biomaterial Applications", Suri, Jasjit S. & Farag, Aly (Eds.). Springer. ISBN: 978-0-387-31201-9. Aug 2007. [pdf]

 

 

Face (Pedestrian, Object) Detection

1.         

Shifeng Zhang, Cheng Chi, Zhen Lei, Stan Z. Li, “RefineFace: Refinement Neural Network for High Performance Face Detection”, IEEE Transaction on Pattern Analysis and Machine Intelligence, Accepted.

2.         

Shifeng Zhang, Longyin Wen, Hailin Shi, Zhen Lei, Siwei Lyu, Stan Z. Li. “Single-Shot Scale-Aware Network for Real-Time Face Detection”. International Journal of Computer Vision (IJCV), Volume 127, Issue 6-7, pp 537–559, June 2019. [pdf]

3.         

Shifeng Zhang, Xiaobo Wang, Zhen Lei, Stan Z. Li, “FaceBoxes: A CPU Real-Time and Accurate Unconstrained Face Detector”, Neurocomputing, 364: 297-309, 2019.

4.         

Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li, “Detecting Face with Densely Connected Face Proposal Network”, Neurocomputing, vol 284: 119-127, 2018. [pdf]

5.         

Junjie Yan, Xucong Zhang, Zhen Lei, Stan Z. Li. “Face Detection by Structural Models”, Image and Vision Computing,32(10): 790-799, 2014. [pdf]

6.         

Zhiwei Zhang, Dong Yi, Zhen Lei, Stan Z. Li. " Regularized Transfer Boosting for Face Detection Across Spectrum", In IEEE Signal Processing Letters, 19 (3): 131-134, March, 2012.

7.         

Shifeng Zhang, Cheng Chi, Yongqiang Yao, Zhen Lei, Stan Z. Li, “Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2020).Seattle, Washington, June 14-19, 2020.

8.         

Cheng Chi, Shifeng Zhang, Junliang Xing, Zhen Lei, Stan Z. Li, Xudong Zou. “PedHunter: Occlusion Robust Pedestrian Detector in Crowded Scenes”, in Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, (AAAI 2020), New York, New York USA, February 7–12, 2020.

9.         

Cheng Chi, Shifeng Zhang, Junliang Xing, Zhen Lei, Stan Z. Li, Xudong Zou. “Relational Learning for Joint Head and Human Detection”, in Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, (AAAI 2020), New York, New York USA, February 7–12, 2020.

10.     

Yongming Zhang, Shifeng Zhang, Chubin Zhuang, Zhen Lei. Feature Enhancement for Joint Human and Head Detection. In Proceedings of the 14th Chinese Conference on Biometrics, (CCBR2019). Hunan, China, October 12-13, 2019.

11.     

Lu Zhang, Xiangyu Zhu, Xiangyu Chen, Xu Yang, Zhen Lei, Zhiyong Liu, “Weakly Aligned Cross-Modal Learning for Multispectral Pedestrian Detection”, In Proceedings of IEEE International Conference on Computer Vision, (ICCV2019). Seoul, Korea, Oct. 27-Nov. 2, 2019. [pdf]

12.     

Chubin Zhuang, Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Jinqiao Wang, Stan Z. Li, “FLDet: A CPU Real-time Joint Face and Landmark Detector”, In Proceedings of the 12th IAPR International Conference on Biometrics, (ICB2019). Crete, Greece, June 4-7, 2019. [pdf]

13.     

Haibo Jin, Shifeng Zhang, Xiangyu Zhu, Yinhang Tang, Zhen Lei, Stan Z. Li, “Learning Lightweight Face Detector with Knowledge Distillation”, In Proceedings of the 12th IAPR International Conference on Biometrics, (ICB2019). Crete, Greece, June 4-7, 2019. [pdf]

14.     

Cheng Chi, Shifeng Zhang, Junliang Xing, Zhen Lei, Stan Z. Li, Xudong Zou. “Selective Refinement Network for High Performance Face Detection”, in Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, (AAAI 2019), Honolulu, Hawaii, USA, January 27–February 1, 2019. [pdf]

15.     

Chubin Zhuang, Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Stan Z. Li. “Single Shot Attention-Based Face Detector”. In Proceedings of the 13th Chinese Conference on Biometrics, (CCBR2018). XinJiang, China, August 11-12, 2018. [pdf]

16.     

Shifeng Zhang, Longyin Wen, Xiao Bian, Zhen Lei, Stan Z. Li. “Occlusion-aware R-CNN: Detecting Pedestrians in a Crowd”. In Proceedings of European Conference on Computer Vision, (ECCV2018). Munich, Germany, September 8-14, 2018. [pdf]

17.     

Shifeng Zhang, Longyin Wen, Xiao Bian, Zhen Lei, Stan Z. Li. “Single-Shot Refinement Neural Network for Object Detection”. In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2018). Salt Lake City, Utah, June 18-June 22, 2018. [pdf]

18.     

Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li. “Detecting Face with Densely Connected Face Proposal Network”. In Proceedings of the 12th Chinese Conference on Biometrics, (CCBR2017). ShenZhen, China, Oct. 28-29, 2017.[pdf] Best Student Paper Award

19.     

Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li, "S3FD: Single Shot Scale-invariant Face Detector", In Proceedings of IEEE International Conference on Computer Vision, (ICCV2017). Venice, Oct. 22-29, 2017. [pdf]

20.     

Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, and Stan Z. Li, "FaceBoxes: A CPU Real-time Face Detector with High Accuracy", In Proceedings of the IAPR/IEEE International Joint Conference on Biometrics (IJCB2017), Denver, Colorado, USA, October 1-4, 2017. [pdf]

21.     

Bin Yang, Zhen Lei, Stan Z. Li. “CRAFT Objects from Images”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2016). Las Vegas, June 26-July 1, 2016. [pdf]

22.     

Bin Yang, Junjie Yan, Zhen Lei, Stan Z. Li. “Convolutional Channel Features”. In Proceedings of IEEE International Conference on Computer Vision, (ICCV 2015), Santiago, Chile, December 11-18, 2015. [pdf]

23.     

Junjie Yan, Yinan Yu, Xiangyu Zhu, Zhen Lei, Stan Z. Li. “Object Detection by Labeling Superpixels”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2015).Boston, June 7-12, 2015. [pdf]

24.     

Bin Yang, Junjie Yan, Zhen Lei, Stan Z. Li. “Fine-grained Evaluation on Face Detection in the Wild”, In Proceedings of 11th IEEE International Conference on Automatic Face and Gesture Recognition 2015 (FG2015). Ljubljana, Slovenia, May 4-8, 2015. [pdf] (http://www.cbsr.ia.ac.cn/faceEvaluation/)

25.     

Junjie Yan, Bin Yang, Zhen Lei, Stan Z. Li. “Adaptive Structural Model for Video Based Pedestrian Detection”. In Proceedings of 12th Asian Conference on Computer Vision (ACCV2014). Singapore, November 1-5, 2014. [pdf]

26.     

Bin Yang, Junjie Yan, Zhen Lei, Stan Z. Li. “Aggregate Channel Features for Multi-view Face Detection”. In Proceedings of International Joint Conference on Biometrics, (IJCB2014). Clearwater, Florida, USA, September 29- October 2, 2014.[pdf] IAPR Best Biometrics Student Paper Award

27.     

Junjie Yan, Zhen Lei, Longyin Wen, Stan Z. Li. “The Fastest Deformable Part Model for Object Detection”. In Proceedings of 27th IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2014). Columbus, Ohio, June 23-28, 2014.[pdf]

28.     

Junjie Yan, Xucong Zhang, Zhen Lei, Shengcai Liao, Stan Z. Li. “Robust Multi-Resolution Pedestrian Detection in Traffic Scenes”. In Proceedings of 26th IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2013). Portland, Oregon, June 23-28, 2013. [pdf]

29.     

Junjie Yan, Xucong Zhang, Zhen Lei, Stan Z. Li. “Real-time High Performance Deformable Model for Face Detection in the Wild”. In Proceedings of the 6th IAPR International Conference on Biometrics, (ICB2013). Madrid, Spain, June 4-7, 2013. [pdf]

30.     

Junjie Yan, Xucong Zhang, Zhen Lei, Dong Yi, Stan Z. Li. Structural Models for Face Detection. In Proceedings of the 10th IEEE International Conference on Automatic Face and Gesture Recognition, (FG2013). Shanghai, China, April 22-26, 2013. Best Student Paper Honorable Mention [pdf]

31.     

Junjie Yan, Zhen Lei, Dong Yi, Stan Z. Li. “Multi-Pedestrian Detection in Crowded Scenes: A Global View”. In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2012).Providence, Rhode island, June 16-21, 2012.[pdf]

32.     

Yuanhao Yu, Zhen Lei, Dong Yi, Stan Z. Li. “Detecting Individual in Crowd with Moving Feature’s Structure Consistency”. In Proceedings of 2nd IEEE Workshop on Analysis and Retrieval of Tracked Events and Motion in Imagery Streams (in conjunction with ICCV 2011). Barcelona, Spain, November, 2011. [pdf]

33.     

Dong Yi, Zhen Lei, Stan Z. Li. “A Robust Eye Localization Method for Low Quality Face Images”. In Proceedings of International Joint Conference on Biometrics, (IJCB 2011). Washington, D.C., October, 2011. [pdf]

 

Face Alignment & Shape Recovery

1.         

Xiangyu Zhu, Xiaoming Liu, Zhen Lei, Stan Z. Li, "Face Alignment In Full Pose Range: A 3D Total Solution", IEEE Transaction on Pattern Analysis and Machine Intelligence, 41(1):78-92, 2019. [pdf]

2.         

Jianzhu Guo, Xiangyu Zhu, Yang Yang, Fan Yang, Zhen Lei, Stan Z. Li, “Towards Fast, Accurate and Stable 3D Dense Face Alignment”, In Proceedings of 16th European Conference on Computer Vision, (ECCV2020). Online, August 23-28, 2020.

3.         

Xiangyu Zhu, Fan Yang, Di Huang, Chang Yu, Hao Wang, Jianzhu Guo, Zhen Lei, Stan Z. Li, “Beyond 3DMM Space: Towards Fine-grained 3D

Face Reconstruction”, In Proceedings of 16th European Conference on Computer Vision, (ECCV2020). Online, August 23-28, 2020.

4.         

Zhiwei Liu, Xiangyu Zhu, Guosheng Hu, Haiyun Guo, Ming Tang, Zhen Lei, Neil M. Robertson, Jinqiao Wang, “Semantic Alignment: Finding Semantically Consistent Ground-truth for Facial Landmark Detection”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2019). Long Beach, CA, June 16-June 20, 2019. [pdf]

5.         

Sufang Zhang, Qinghai Miao, Min Huang, Xiangyu Zhu, Yingying Chen, Zhen Lei, Jinqiao Wang. Pose-Weighted Gan for Photorealistic Face Frontalization. In Proceedings of  The 26 th IEEE International Conference on Image Processing, (ICIP2019), Taipei, Taiwan, September 22-25, 2019.

6.         

Xiangyu Zhu, Zhen Lei, Xiaoming Liu, Hailin Shi, Stan Z. Li. “Face Alignment Across Large Poses: A 3D Solution”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2016). Las Vegas, June 26-July 1, 2016. [pdf]

7.         

Xiangyu Zhu, Junjie Yan, Dong Yi, Zhen Lei, Stan Z. Li. “Discriminative 3D Morphable Model Fitting”, In Proceedings of 11th IEEE International Conference on Automatic Face and Gesture Recognition 2015 (FG2015). Ljubljana, Slovenia, May 4-8, 2015. [pdf]

8.         

Junjie Yan, Zhen Lei, Yang Yang, Stan Z. Li. “Stacked Deformable Part Model with Shape Regression for Object Part Localization”. In Proceedings of European Conference on Computer Vision, (ECCV2014). Zurich, September 6-12, 2014. [pdf]

9.         

Xiangyu Zhu, Dong Yi, Zhen Lei, Stan Z. Li. “Robust 3D Morphable Model Fitting by Sparse SIFT Flow”. In Proceedings of International Conference on Pattern Recognition, (ICPR2014). Sweden, August 24-28, 2014.[pdf]

10.     

Junjie Yan, Zhen Lei, Dong Yi, Stan Z. Li. “Learn to Combine Multiple Hypotheses for Accurate Face Alignment”. In IEEE workshop on 300 Faces in-the-Wild Challenge (300-W), (in conjunction with ICCV2013). Sydney, Australia, December 1-8, 2013.[pdf]

11.     

Ran He, Zhen Lei, Xiaotong Yuan and Stan Z. Li, "Regularized Active Shape Model for Shape Alignment", In Proceedings of IEEE International Conference on Automatic Face & Gesture Recognition, (FG2008). Amsterdam, The Netherlands, September, 2008. [pdf]

12.     

Zhen Lei, Qinxun Bai, Ran He, Stan Z. Li. "Face Shape Recovery from a Single Image Using CCA Mapping between Tensor Spaces". In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2008). Anchorage, Alaska, June, 2008. [pdf]

13.     

Ran He, Stan Z. Li, Zhen Lei, ShengCai Liao. "Coarse-to-Fine Statistical Shape Model by Bayesian Inference". In The 8th Asian Conference on Computer Vision, (ACCV 2007). Tokyo, Japan, Nov 2007. [pdf]

 

Face Recognition

1.         

Xiangyu Zhu, Hao Liu, Zhen Lei, Hailin Shi, Fan Yang, Dong Yi, Guojun Qi, Stan Z. Li. “Large-Scale Bisample Learning on ID Versus Spot Face Recognition”. International Journal of Computer Vision (IJCV), Volume 127, Issue 6-7, pp 684–700, June 2019.

2.         

Xiaobo Wang, Zhen Lei, Xiaojie Guo, Changqing Zhang, Hailin Shi, Stan Z. Li. “Multi-view Subspace Clustering with Intactness-Aware Similarity”, Pattern Recognition, volume 88, 50-63, 2019. [pdf]

3.         

Hailin Shi, Xiaobo Wang, Dong Yi, Zhen Lei, Xiangyu Zhu, Stan Z. Li. “Cross-Modality Face Recognition via Heterogeneous Joint Bayesian”, IEEE Signal Processing Letters, 24(1): 81-85, 2017. [pdf]

4.         

Zhen Lei, Dong Yi, Stan Z. Li. “Learning Stacked Image Descriptor for Face Recognition”. IEEE Transaction on Circuits and Systems for Video Technology, 26(9): 1685-1696, 2016. [pdf]

5.         

Chuan-Xian Ren, Zhen Lei, Dao-Qing Dai, Stan Z. Li, “Enhanced Local Gradient Order Features and Discriminant Analysis for Face Recognition”. IEEE Transaction on Cybernetics, 46(11): 2656-2669. [pdf]

6.         

Xinjie Wei, Chang-Tsun Li, Zhen Lei, Dong Yi, Stan Z. Li. “Dynamic Image-to-Class Warping for Occluded Face Recognition”.  IEEE Transactions on Information Forensics and Security, Special issue on Facial Biometrics in the wild, 9(12): 2035-2050, December, 2014.[pdf]

7.         

Zhen Lei, Matti Pietikainen, Stan Z. Li. “Learning Discriminant Face Descriptor”, IEEE Transaction on Pattern Analysis and Machine Intelligence, 36(2):289-302, Feb. 2014. [pdf] [matlab_code]

8.         

Xiangsheng Huang, Zhen Lei, Mingyu Fan, Xiao Wang, Stan Z. Li. “Regularized Discriminative Spectral Regression Method for Heterogeneous Face Matching”, IEEE Transaction on Image Processing, 22(1), 353-362, 2013.[pdf]

9.         

Zhen Lei, Shengcai Liao, Anil K. Jain, and Stan Z. Li, "Coupled Discriminant Analysis for Heterogeneous Face Recognition", IEEE Transactions on Information Forensics and Security, 7(6): 1707-1716, December, 2012 [pdf]

10.     

Zhen Lei, Stan Z. Li. “Fast Multi-scale Local Phase Quantization Histogram for Face Recognition”, Pattern Recognition Letters, 33 (13): 1761-1767, 2012. [pdf]

11.     

Zhen Lei, Zhiwei Zhang, Stan. Z. Li. “Feature Space Locality Constraint for Kernel based Nonlinear Discriminant Analysis”, Pattern Recognition, 45 (7): 2733-2742, 2012. [pdf]

12.     

Zhen Lei, Stan Z. Li. “Contextual Constraints based Linear Discriminant Analysis”, Pattern Recognition Letters, 32 (4): 626-632, 2011. [pdf]

13.     

Zhen Lei, Shengcai Liao, Matti Pietikainen, Stan Z. Li. “Face Recognition by Exploring Information Jointly in Space, Scale and Orientation”, IEEE Transaction on Image Processing, 20 (1): 247-256, January, 2011. [pdf]

14.     

Hang Du, Hailin Shi, Yuchi Liu, Jun Wang, Zhen Lei, Dan Zeng, Tao Mei, “Semi-Siamese Training for Shallow Face Learning”, In Proceedings of 16th European Conference on Computer Vision, (ECCV2020). Online, August 23-28, 2020.

15.     

Xiaobo Wang, Tianyu Fu, Shengcai Liao, Shuo Wang, Zhen Lei, Tao Mei, “Exclusivity-Consistency Regularized Knowledge Distillation for Face Recognition”, In Proceedings of 16th European Conference on Computer Vision, (ECCV2020). Online, August 23-28, 2020.

16.     

Qi Zhang, Zhen Lei, Stan Z. Li, “Neighborhood-Aware Attention Network for Semi-supervised Face Recognition”, In Proceedings of  International Joint Conference on Neural Networks, (IJCNN2020). Online, July 19-24, 2020.

17.     

Jianzhu Guo, Xiangyu Zhu, Chenxu Zhao, Dong Cao, Zhen Lei, Stan Z. Li, “Learning Meta Face Recognition in Unseen Domains”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2020).Seattle, Washington, June 14-19, 2020.

18.     

Dong Cao, Xiangyu Zhu, Xingyu Huang, Jianzhu Guo, Zhen Lei, “Domain Balancing: Face Recognition on Long-Tailed Domains”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2020).Seattle, Washington, June 14-19, 2020.

19.     

Hao Liu, Xiangyu Zhu, Zhen Lei, Stan Z. Li, “AdaptiveFace: Adaptive Margin and Sampling for Face Recognition”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2019). Long Beach, CA, June 16-June 20, 2019. [pdf]

20.     

Xiaobo Wang, Shifeng Zhang, Zhen Lei, Si Liu, Xiaojie Guo, Stan Z. Li. “Ensemble Soft-Margin Softmax Loss for Image Classification”. In Proceedings of the 27th International Joint Conference on Artificial Intelligence, (IJCAI-2018), Stockholm, Sweden, July 13-19, 2018. [pdf]

21.     

Xiaobo Wang, Zhen Lei, Hailin Shi, Xiaojie Guo, Xiangyu Zhu, Stan Z. Li. “Co-Referenced Subspace Clustering”. In Proceedings of IEEE International Conference on Multimedia and Expo, (ICME 2018),  San Diego, USA, July 23-27, 2018. [pdf] Best Student Paper Award Runner-up

22.     

Jianzhu Guo, Xiangyu Zhu, Zhen Lei, Stan Z. Li. “Face Synthesis for Eyeglasss-Robust Face Recognition”. In Proceedings of the 13th Chinese Conference on Biometrics, (CCBR2018). XinJiang, China, August 11-12, 2018. [pdf]

23.     

Jinlin Wu, Hailin Shi, Shu Zhang, Zhen Lei, Yang Yang, Stan Z. Li. “De-mark GAN: Removing Dense Watermark With Generative Adversarial Network”. In Proceedings of the 11th IAPR International Conference on Biometrics, (ICB2018). Queensland, Australia, February 20-23, 2018. [pdf]

24.     

Xiaobo Wang, Xiaojie Guo, Zhen Lei, Changqing Zhang, Stan Z. Li. “Exclusivity-Consistency Regularized Multi-view Subspace Clustering”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2017). Honolulu, Hawaii, July 21-July 26, 2017. [pdf]

25.     

Hailin Shi, Xiangyu Zhu, Zhen Lei, Shengcai Liao, Stan Z. Li. “Learning Discriminative Features with Class Encoder”, In Workshop on Robust Features for Computer Vision, in conjunction with CVPR2016. Las Vegas, June 26-July 1, 2016. [pdf]

26.     

Zhen Lei, Dong Yi, Xiangsheng Huang, Stan Z. Li. “Subspace learning with frequency regularizer: its application to face recognition”, In Proceedings of the 8th IAPR International Conference on Biometrics, (ICB2015). Phuket, Thailand, May 19-22, 2015. [pdf]

27.     

Xiangyu Zhu, Zhen Lei, Junjie Yan, Dong Yi, Stan Z. Li. “High-Fidelity Pose and Expression Normalization for Face Recognition in the Wild” , In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2015).Boston, June 7-12, 2015. [pdf]

28.     

Dong Yi, Zhen Lei, Stan Z. Li. “Shared Representation Learning for Heterogenous Face Recognition”, In Proceedings of 11th IEEE International Conference on Automatic Face and Gesture Recognition 2015 (FG2015). Ljubljana, Slovenia, May 4-8, 2015. [pdf]

29.     

Shengcai Liao, Zhen Lei, Dong Yi, Stan Z. Li. “A Benchmark Study of Large-scale Unconstrained Face Recognition”. In Proceedings of International Joint Conference on Biometrics, (IJCB2014). Clearwater, Florida, USA, September 29- October 2, 2014.[pdf]

30.     

Zhen Lei, Dong Yi, Stan Z. Li. “Local Gradient Order Pattern for Face Representation and Recognition”. In Proceedings of International Conference on Pattern Recognition, (ICPR2014). Sweden, August 24-28, 2014.[pdf]

31.     

Stan Z. Li, Dong Yi, Zhen Lei, Shengcai Liao. “The CASIA NIR-VIS 2.0 Face Database”. In IEEE Workshop on Perception Beyond the Visible Spectrum (in conjunction with CVPR 2013). Portland, Oregon, June 23-28, 2013. [pdf]

32.     

Dong Yi, Zhen Lei, Stan Z. Li. “Towards Pose Robust Face Recognition”. In Proceedings of 26th IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2013). Portland, Oregon, June 23-28, 2013. [pdf]

33.     

Zhen Lei, Stan Z. Li. “Learning Discriminant Face Descriptor for Face Recognition”. In Proceedings of 11th Asian Conference on Computer Vision (ACCV2012). Daejeon, Korea, November 5-9, 2012. [pdf]

34.     

Zhen Lei, Shengcai Liao, Stan Z. Li. “Efficient Feature Selection for Linear Discriminant Analysis and Its Application to Face Recognition”, In Proceedings of International Conference on Pattern Recognition, (ICPR2012). Japan, November 11-15, 2012. [pdf]

35.     

Zhen Lei, Dong Yi, Stan Z. Li. “Discriminant Image Filter Learning for Face Recognition with Local Binary Pattern Like Representation”. In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2012).Providence, Rhode island, June 16-21, 2012.[pdf]

36.     

Zhen Lei, Changtao Zhou, Dong Yi, Anil K. Jain, Stan Z. Li. "An Improved Coupled Spectral Regression for Heterogeneous Face Recognition". In Proceedings of The 5th IAPR International Conference on Biometrics (ICB 2012), New Delhi, India, 2012.[pdf]

37.     

Jianfei Zhu, Dong Cao, Sifei Liu, Zhen Lei, Stan Z. Li. "Discriminant Analysis with Gabor Phase for Robust Face Recognition". In Proceedings of The 5th IAPR International Conference on Biometrics (ICB 2012), New Delhi, India, 2012.[pdf]

38.     

Sifei Liu, Dong Yi, Zhen Lei, Stan Z. Li. “Heterogeneous Face Image Matching Using Multi-scale Features”. In Proceedings of The 5th IAPR International Conference on Biometrics (ICB 2012), New Delhi, India, 2012.[pdf]

39.     

Changtao Zhou, Zhiwei Zhang, Dong Yi, Zhen Lei, Stan Z. Li. “Low-Resolution Face Recognition via Simultaneous Discriminant Analysis”. In Proceedings of International Joint Conference on Biometrics, (IJCB 2011). Washington, D.C., October, 2011. [pdf]

40.     

Junjie Yan, Zhen Lei, Dong Yi, Stan Z. Li. “Towards Incremental and Large Scale Face Recognition.” In Proceedings of International Joint Conference on Biometrics, (IJCB 2011). Washington, D.C., October, 2011. [pdf]

41.     

Zhen Lei, Timo Ahonen, Matti Pietikainen, Stan Z. Li. “Local Frequency Descriptor for Low-resolution Face Recognition.” In Proceedings of IEEE International Conference on Automatic Face & Gesture Recognition, (FG2011). Santa Barbara, CA, March, 2011. [pdf]

42.     

Zhen Lei, Shengcai Liao, Stan Z. Li. “Stepwise Correlation Metric Based Discriminant Analysis and Multi-Probe Images Fusion for Face Recognition”, In Proceedings of The 2nd IEEE International Workshop on Subspace (in conjunction with ICCV'2009). Kyoto, Japan, Sep. 27, 2009. [pdf]

43.     

Shengcai Liao, Zhen Lei, Stan Z. Li. “Nonnegative Matrix Factorization with Gibbs Random Field Modeling”, In Proceedings of The 2nd IEEE International Workshop on Subspace (in conjunction with ICCV'2009). Kyoto, Japan, Sep. 27, 2009. [pdf]

44.     

Zhen Lei, Stan Z. Li. “Coupled Spectral Regression for Matching Heterogeneous Faces”. In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2009).Miami, Florida, June 20-25, 2009. [pdf]

45.     

Stan Z. Li, Zhen Lei, Meng Ao. “The HFB Face Database for Heterogeneous Face Biometrics Research”. In 6th IEEE Workshop on Object Tracking and Classification Beyond and in the Visible Spectrum (OTCBVS, in conjunction with CVPR 2009).  Miami, Florida, June, 2009. [pdf]

46.     

Zhen Lei, Shengcai Liao, Dong Yi, Rui Qin, Stan Z. Li. “A Discriminant Analysis Method for Face Recognition in Heteroscedastic Distributions”. In Proceedings of IAPR/IEEE International Conference on Biometrics, (ICB-2009). Alghero, Italy, June 2009. [pdf]

47.     

Dong Yi, Shengcai Liao, Zhen Lei, Jitao Sang, Stan Z. Li. “Partial Face Matching between Near Infrared and Visual Images in MBGC Portal Challenge”. In Proceedings of IAPR/IEEE International Conference on Biometrics, (ICB-2009). Alghero, Italy, June 2009. [pdf]

48.     

Shengcai Liao, Dong Yi, Zhen Lei, Rui Qin, Stan Z. Li. “Heterogeneous Face Recognition from Local Structures of Normalized Appearance”. In Proceedings of IAPR/IEEE International Conference on Biometrics, (ICB-2009). Alghero, Italy, June 2009. [pdf]

49.     

Rui Wang, Zhen Lei, Meng Ao, Stan Z. Li. “Bayesian Face Recognition Based on Markov Random Field Modeling”. In Proceedings of IAPR/IEEE International Conference on Biometrics, (ICB-2009). Alghero, Italy, June 2009. [pdf]

50.     

Zhen Lei, Shengcai Liao, Ran He, Matti Pietikainen, Stan Z. Li. "Gabor Volume based Local Binary Pattern for Face Representation and Recognition". In Proceedings of IEEE International Conference on Automatic Face & Gesture Recognition, (FG2008). Amsterdam, The Netherlands, September, 2008. [pdf]

51.     

Bin Fan, Zhen Lei, Stan Z. Li, "Normalized LDA for Semi-supervised Learning", In Proceedings of IEEE International Conference on Automatic Face & Gesture Recognition, (FG2008). Amsterdam, The Netherlands, September, 2008. [pdf]

52.     

Weilong Yang, Dong Yi, Zhen Lei, Jitao Sang, Stan Z Li, “2D-3D face matching using CCA”, In Proceedings of IEEE International Conference on Automatic Face & Gesture Recognition, (FG2008). Amsterdam, The Netherlands, September, 2008. [pdf]

53.     

ShengCai Liao, Zhen Lei, Stan Z. Li, Xiaotong Yuan, Ran He. "Structured Ordinal Features for Appearance-Based Object Representation". In Proceedings of IEEE International Workshop on Analysis and Modeling of Faces and Gestures, (AMFG 2007). Rio de Janeiro, Brazil, Oct 2007. [pdf]

54.     

Zhen Lei, Rufeng Chu, Ran He, Shengcai Liao, Stan Z. Li. "Face Recognition by Discriminant Analysis with Gabor Tensor Representation". In Proceedings of IAPR/IEEE International Conference on Biometrics, (ICB-2007). Seoul, Korea, August 2007. [pdf]

55.     

Zhen Lei, Stan Z. Li, Rufeng Chu, Xiangxin Zhu. "Face Recognition with Local Gabor Textons". In Proceedings of IAPR/IEEE International Conference on Biometrics, (ICB-2007). Seoul, Korea, August 2007. [pdf]

56.     

Xiangxin Zhu, Shengcai Liao, Zhen Lei, Rong Liu, Stan Z. Li. "Feature Correlation Filter for Face Recognition". In Proceedings of IAPR/IEEE International Conference on Biometrics, (ICB-2007). Seoul, Korea, August 2007. [pdf]

57.     

Shengcai Liao, Xiangxin Zhu, Zhen Lei, Lun Zhang, Stan Z. Li. "Learning Multi-scale Block Local Binary Patterns for Face Recognition". In Proceedings of IAPR/IEEE International Conference on Biometrics, (ICB-2007). Seoul, Korea, August 2007. Best Paper Award. [pdf]

58.     

Dong Yi, Rong Liu, Rufeng Chu, Zhen Lei, Stan Z. Li. "Face Matching Between Near Infrared and Visible Light Images ". In Proceedings of IAPR/IEEE International Conference on Biometrics, (ICB-2007). Seoul, Korea, August 2007. [pdf]

59.     

ShengCai Liao, Zhen Lei, XiangXin Zhu, ZheNan Sun, Stan Z. Li, Tieniu Tan.  "Face Recognition Using Ordinal Features".  In Proceedings of IAPR International Conference on Biometrics, (ICB-2006). Hong Kong, Jan 2006. Best Student Paper Award. [pdf]

60.     

Stan Z. Li, ChunShui Zhao, Meng Ao, Zhen Lei. "3D+2D Face Recognition by Fusion at Both Feature and Decision Levels".  In Proceedings of IEEE International Workshop on Analysis and Modeling of Faces and Gestures.  Beijing. Oct 16, 2005. [pdf]

 

Face Anti-spoofing

1.         

Zezheng Wang, Chenxu Zhao, Zitong Yu, Yunxiao Qin, Xiangyu Zhu, Qiusheng Zhou, Feng Zhou, Zhen Lei, “Deep Spatial Gradient and Temporal Depth Learning for Face Anti-spoofing”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2020).Seattle, Washington, June 14-19, 2020.

2.         

Zitong Yu, Yunxiao Qin, Xiaqing Xu, Chenxu Zhao, Zezheng Wang, Zhen Lei, Guoying Zhao, “AUTO-FAS: SEARCHING LIGHTWEIGHT NETWORKS FOR FACE ANTI-SPOOFING”, in Proceedings of the 45th International Conference on Acoustics, Speech, and Signal Processing, (ICASSP 2020), Barcelona, May 4-8, 2020.

3.         

Yuxiao Qin, Chenxu Zhao, Xiangyu Zhu, Zezheng Wang, Zitong Yu, Tianyu Fu, Feng Zhou, Jingping Shi, Zhen Lei, “Learning Meta Model for Zero- and Few-shot Face Anti-spoofing”, in Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, (AAAI 2020), New York, New York USA, February 7–12, 2020.

4.         

Jinchuan Xiao, Yinhang Tang, Jianzhu Guo, Yang Yang, Xiangyu Zhu, Zhen Lei, Stan Z. Li. 3DMA: A Multi-modality 3D Mask Face Anti-spoofing Database. In Proceedings of The 16-th IEEE International Conference on Advanced Video and Signal-based Surveillance (AVSS2019),  Taipei, Taiwan, September 18-21, 2019.

5.         

Haonan Chen, Guosheng Hu, Zhen Lei, Yaowu Chen, Neil M. Robertson, Stan Z. Li, “Attention-Based Two-Stream Convolutional Networks for Face Spoofing Detection”, IEEE Transactions on Information Forensics and Security, 15: 578-593, 2020.

6.         

Jianwei Yang, Zhen Lei, Dong Yi, Stan Z. Li. “Person-Specific Face Anti-Spoofing with Subject Domain Adaptation”. IEEE Transactions on Information Forensics and Security, 10(4): 797-809, April, 2015.[pdf]

7.         

Jianzhu Guo, Xiangyu Zhu, Jinchuan Xiao, Zhen Lei, Genxun Wan, Stan Z. Li, “Improving Face Anti-Spoofing by 3D Virtual Synthesis”, In Proceedings of the 12th IAPR International Conference on Biometrics, (ICB2019). Crete, Greece, June 4-7, 2019. [pdf]

8.         

Jianwei Yang, Zhen Lei, Shengcai Liao, Stan Z. Li. “Face Liveness Detection with Component Dependent Descriptor”. In Proceedings of the 6th IAPR International Conference on Biometrics, (ICB2013). Madrid, Spain, June 4-7, 2013. [pdf]

9.         

Tao Wang, Jianwei Yang, Zhen Lei, Shengcai Liao, Stan Z. Li. “Face Liveness Detection Using 3D Structure Recovered from a Single Camera”. In Proceedings of the 6th IAPR International Conference on Biometrics, (ICB2013). Madrid, Spain, June 4-7, 2013. [pdf]

10.     

Junjie Yan, Zhiwei Zhang, Zhen Lei, Dong Yi, Stan Z. Li. “Face Liveness Detection by Exploring Multiple Scenic Clues”. In Proceedings of 12th International Conference on Control, Automation, Robotics and Vision, (ICARCV2012). Guangzhou, China, December 5-7, 2012. [pdf]

11.     

Zhiwei Zhang, Junjie Yan, Sifei Liu, Zhen Lei, Dong Yi, Stan Z. Li. "A Face Antispoofing Database with Diverse Attacks". In Proceedings of The 5th IAPR International Conference on Biometrics (ICB 2012), New Delhi, India, 2012.[pdf]

12.     

Zhiwei Zhang, Dong Yi, Zhen Lei, Stan Li. Face Liveness Detection by Learning Multispectral Reflectance Distributions”, In Proceedings of IEEE International Conference on Automatic Face & Gesture Recognition, (FG2011). Santa Barbara, CA, March, 2011. [pdf]

 

Face Attribute Analysis

1.         

Zichang Tan, Jun Wan, Zhen Lei, Ruicong Zhi, Guodong Guo, Stan Z. Li, "Efficient Group-n Encoding and Decoding for Facial Age Estimation", IEEE Transaction on Pattern Analysis and Machine Intelligence, 40(11):2610-2623, 2018. [pdf]

2.         

Jun Wan, Zichang Tan, Zhen Lei, Guodong Guo, Stan Z. Li, "Auxiliary Demographic Information Assisted Age Estimation with Cascaded Structure", IEEE Transactions on Cybernetics, 48(9), 2531-2541, 2018. [pdf]

3.         

Jianzhu Guo, Zhen Lei, Jun Wan, Egils Avots, Noushin Hajarolasvadi, Boris Knyazev, Artem Kuharenko, Julio C. Silveira Jacques Junior, Xavier Baró, Hasan Demirel, Sergio Escalera, Jüri Allik, Gholamreza Anbarjafari, “Dominant and Complementary Emotion Recognition From Still Images of Faces”, IEEE Access, 6(1), 26391-26403, 2018. [pdf]

4.         

Jianzhu Guo, Shuai Zhou, Jinlin Wu, Jun Wan, Xiangyu Zhu, Zhen Lei, Stan Z. Li "Multi-modality Network with Visual and Geometrical Information for Micro Emotion Recognition", Winner of Joint Challenge on Dominant and Complementary Emotion Recognition Using Micro Emotion Features and Head, in conjunction with FG2017, Washington, DC. May 30 –June 3, 2017. [pdf]

5.         

Zichang Tan, Shuai Zhou, Jun Wan, Zhen Lei, Stan Z. Li. “Age Estimation Based on A Single Network with Soft Softmax of Aging Modeling”. In Proceedings of 13th Asian Conference on Computer Vision (ACCV2016).Taipei, November 20-24, 2016.[pdf]

6.         

Ting Liu, Jun Wan, Tingzhao Yu, Zhen Lei, Stan Z. Li. “Age Estimation based on Multi-Region Convolutional Neural Network”. In Proceedings of the 11th Chinese Conference on Biometrics, (CCBR2016). Chengdu, China, Oct. 14-16, 2016.[pdf]

7.         

Ting Liu, Zhen Lei, Jun Wan, Stan Z. Li. “DFDnet: Discriminant Face Descriptor Network for Facial Age Estimation”, In Proceedings of the 10th Chinese Conference on Biometrics, (CCBR2015). Tianjin, China, Nov. 13-15, 2015. [pdf]

8.         

Dong Yi, Zhen Lei, Stan Z. Li. “Age Estimation by Multi-scale Convolutional Network”. In Proceedings of 12th Asian Conference on Computer Vision (ACCV2014). Singapore, November 1-5, 2014. [pdf]

9.         

Dong Cao, Zhen Lei, Zhiwei Zhang, Jun Feng, Stan Z. Li. “Human Age Estimation Using Ranking SVM”. In Proceedings of 7th Chinese Conference on Biometric Recognition (CCBR2012). Guangzhou, China, December 4-5, 2012.

10.     

Jitao Sang, Zhen Lei, Stan Z. Li. “Face Image Quality Evaluation for ISO/IEC Standards 19794-5 and 29794-5”. In Proceedings of IAPR/IEEE International Conference on Biometrics, (ICB-2009). Alghero, Italy, June 2009. [pdf]

 

Object Tracking

1.         

Longyin Wen, Zhen Lei, Ming-Ching Chang, Honggang Qi, Siwei Lyu. “Multi-Camera Multi-Target Tracking with Space-Time-View Hyper-graph”. International Journal of Computer Vision (IJCV), Volume 122, Issue 2, pp 313–333, April 2017. [pdf]

2.         

Longyin Wen, Zhen Lei, Siwei Lyu, Stan Z. Li, Ming-Hsuan Yang. “Exploiting Hierarchical Dense Structures on Hypergraphs for Multi-Object Tracking”, IEEE Transaction on Pattern Analysis and Machine Intelligence, 38(10):1983-1996, 2016. [pdf]

3.         

Zhaowei Cai, Longyin Wen, Zhen Lei, Nuno Vasconcelos, Stan Z. Li. “Robust Deformable and Occluded Object Tracking With Dynamic Graph”. IEEE Transaction on Image Processing, 23(12): 5497-5509, December, 2014. [pdf]

4.         

Longyin Wen, Zhaowei Cai, Zhen Lei, Dong Yi, Stan Z. Li. “Robust Online Learned Spatio-Temporal Context Model for Visual Tracking”, IEEE Transaction on Image Processing, 23(2): 785-796, February, 2014. [pdf]

5.         

Longyin Wen, Dawei Du, Zhen Lei, Stan Z. Li, Ming-Hsuan Yang. “JOTS: Joint Online Tracking and Segmentation”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2015).Boston, June 7-12, 2015. [pdf]

6.         

Wenbo Li, Longyin Wen, Mooi Choo Chuah, Yi Zhang, Zhen Lei, Stan Z. Li. "Online Visual Tracking using Temporally Coherent Part Clusters". In Proceedings of 2015 IEEE Winter Conference on Applications of Computer Vision (WACV 2015). Waikoloa Beach, Hawaii, January 6-9, 2015.[pdf]

7.         

Longyin Wen, Zhaowei Cai, Dawei Du, Zhen Lei, Stan Z. Li. “Learning Discriminative Hidden Structural Parts for Visual Tracking”, In Workshop on Feature and Similarity Learning for Computer Vision (FSLCV), in conjunction with ACCV2014, Singapore, November 1-5, 2014.[pdf]

8.         

Longyin Wen, Wenbo Li, Junjie Yan, Zhen Lei, Dong Yi, Stan Z. Li. “Multiple Target Tracking Based on Undirected Hierarchical Relation Hypergraph”. In Proceedings of 27th IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2014). Columbus, Ohio, June 23-28, 2014.[pdf]

9.         

Zhaowei Cai, Longyin Wen, Dong Cao, Zhen Lei, Dong Yi, Stan Z. Li. “Person-Specific Face Tracking with Online Recognition”. In Proceedings of the 10th IEEE International Conference on Automatic Face and Gesture Recognition, (FG2013). Shanghai, China, April 22-26, 2013.[pdf]

10.     

Zhaowei Cai, Longyin Wen, Jianwei Yang, Zhen Lei, Stan Z. Li. “Structured Tracking with Dynamic Graph”. In Proceedings of 11th Asian Conference on Computer Vision (ACCV2012). Daejeon, Korea, November 5-9, 2012. [pdf]

11.     

Longyin Wen, Zhaowei cai, Zhen Lei, Dong Yi, Stan Z. Li. “Online Spatio-Temporal Structural Context Learning for Visual Tracking”. In Proceedings of 12th European Conference on Computer Vision, (ECCV2012). Firenze, Italy, October 7-13, 2012. [pdf]

12.     

Longyin Wen, Zhaowei cai, Menglong Yang, Zhen Lei, Dong Yi, Stan Z. Li. “Online Multiple Instance Joint Model for Visual Tracking”. In Proceedings of IEEE International Conference on Advanced Video and Signal-Based Surveillance, (AVSS2012). Beijing, China, September 18-21, 2012. [pdf]

 

Person Re-identification and Video Analysis

1.         

Jinlin Wu, Yang Yang, Zhen Lei, Jinqiao Wang, Stan Z. Li, Prayag Tiwari, Hari Mohan Pandey, “An end-to-end exemplar association for unsupervised person Re-identification”, Neural Networks. 2020

2.         

Qi Zhang, Zhen Lei, Zhaoxiang Zhang, Stan Z. Li, “Context-Aware Attention Network for Image-Text Retrieval”, In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2020).Seattle, Washington, June 14-19, 2020.

3.         

Chuan-Xian Ren, Bo-Hua Liang, Pengfei Ge, Yiming Zhai, Zhen Lei, “Domain Adaptive Person Re-Identification via Camera Style Generation and Label Propagation”. IEEE Transactions on Information Forensics and Security, 15, 1290-1302, 2020

4.         

Chuan-Xian Ren, Xiao-Lin Xu, Zhen Lei, “A Deep and Structured Metric Learning Method for Robust Person Re-Identification”, Pattern Recognition, 96, 2019.

5.         

Hongsheng Wang, Yang Yang, Shengcai Liao, Dong Cao, Zhen Lei. Similarity Scores Based Re-classification for Open-Set Person Re-identification. In Proceedings of the 14th Chinese Conference on Biometrics, (CCBR2019). Hunan, China, October 12-13, 2019.

6.         

Jianqing Zhu,Huanqiang Zeng, Yongzhao Du, Zhen Lei, Lixin Zheng, Canhui Cai, “Joint Feature and Similarity Deep Learning for Vehicle Re-identification”, IEEE Access, 6(1), 43724-43731, 2018.

7.         

Xiaobo Wang, Zhen Lei, Shengcai Liao, Xiaojie Guo, Yang Yang, Stan Z. Li, “Dependence-Aware Feature Coding for Person Re-Identification”, IEEE Signal Processing Letters, 25(4), 506-510, 2018. [pdf]

8.         

Jianqing Zhu, Huanqiang Zeng, Shengcai Liao, Zhen Lei, Canhui Cai, Lixin Zheng, “Deep Hybrid Similarity Learning for Person Re-identification”, IEEE Transaction on Circuits and Systems for Video Technology, 28(11), 3183-3193, 2018. [pdf]

9.         

Jianqing Zhu, Shengcai Liao, Zhen Lei, Stan Z. Li, “Multi-label convolutional neural network based pedestrian attribute classification”, Image and Vision Computing,vol 58: 224-229, 2017. [pdf]

10.     

Hong Han, Jianfei Zhu, Shengcai Liao, Zhen Lei, Stan Z. Li. “Moving Object Detection Revisited: Speed and Robustness”. IEEE Transaction on Circuits and Systems for Video Technology, 25(6): 910-921, June, 2015. [pdf]

11.     

Jianqing Zhu, Shikun Feng, Dong Yi, Shengcai Liao, Zhen Lei, Stan Z. Li. “High Performance Video Condensation System”. IEEE Transaction on Circuits and Systems for Video Technology, 25(7): 1113-1124, July, 2015. [pdf]

12.     

Jinlin Wu, Yang Yang, Hao Liu, Shengcai Liao, Zhen Lei, Stan Z. Li, “Unsupervised Graph Association for Person Re-identification”, In Proceedings of IEEE International Conference on Computer Vision, (ICCV2019). Seoul, Korea, Oct. 27-Nov. 2, 2019. [pdf]

13.     

Yang Yang, Zhen Lei, Jinqiao Wang, Stan Z. Li, “In Defense of Color Names for Small-Scale Person Re-Identification”, In Proceedings of the 12th IAPR International Conference on Biometrics, (ICB2019). Crete, Greece, June 4-7, 2019. [pdf]

14.     

Jinlin Wu, Shengcai Liao, Zhen Lei, Xiaobo Wang, Yang Yang, Stan Z. Li. “Clustering and Dynamic Sampling Based Unsupervised Domain Adaption for Person Re-identification”, In Proceedings of IEEE International Conference on Multimedia and Expo, (ICME 2019), Shanghai , China, July 8-12, 2019. [pdf]

15.     

Jianqing Zhu, Huanqiang Zeng, Zhen Lei, Shengcai Liao, Lixin Zheng, Canhui Cai. “A Shortly and Densely Connected Convolutional Neural Network for Vehicle Re-identification”. In Proceedings of International Conference on Pattern Recognition, (ICPR2018). Beijing, China, August 20-24, 2018. [pdf]

16.     

Hailin Shi, Yang Yang, Xiangyu Zhu, Shengcai Liao, Zhen Lei, Weishi Zheng, Stan Z. Li. “Embedding Deep Metric for Person Re-identifi
cation: A Study Against Large Variations”. In Proceedings of European Conference on Computer Vision, (ECCV2016). Amsterdam, Oct. 8-16, 2016.
[pdf]

17.     

Yang Yang, Zhen Lei, Shifeng Zhang, Hailin Shi, Stan Z. Li. “Metric Embedded Discriminative Vocabulary Learning for High-Level Person Representation”, in Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, (AAAI 2016), Phoenix, Arizona USA, February 12–17, 2016. [pdf]

18.     

Yang Yang, Shengcai Liao, Zhen Lei, Stan Z. Li. “Large Scale Similarity Learning Using Similar Pairs for Person Verification”, in Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, (AAAI 2016), Phoenix, Arizona USA, February 12–17, 2016. [pdf]

19.     

Jianqing Zhu, Shengcai Liao, Dong Yi, Zhen Lei, Stan Z. Li. “Multi-label CNN Based Pedestrian Attribute Learning for Soft Biometrics”, In Proceedings of the 8th IAPR International Conference on Biometrics, (ICB2015). Phuket, Thailand, May 19-22, 2015. [pdf] IAPR Best Biometrics Student Paper Award

20.     

Jianqing Zhu, Shengcai Liao, Zhen Lei, Stan Z. Li. “Improve Pedestrian Attribute Classification by Weighted Interactions from Other Attributes”, In Workshop on Human Identification for Surveillance (HIS), in conjunction with ACCV2014, Singapore, November 1-5, 2014.[pdf]

21.     

Yang Hu, Dong Yi, Shengcai Liao, Zhen Lei, Stan Z. Li. “Cross Dataset Person Re-identification”. In Workshop on Human Identification for Surveillance (HIS), in conjunction with ACCV2014, Singapore, November 1-5, 2014.[pdf]

22.     

Dong Yi, Zhen Lei, Shengcai Liao, Stan Z. Li. “Deep Metric Learning for Person Re-Identification”. In Proceedings of International Conference on Pattern Recognition, (ICPR2014). Sweden, August 24-28, 2014.[pdf]

23.     

Yang Yang, Shengcai Liao, Zhen Lei, Dong Yi, Stan Z. Li. “Color Models and Weighted Covariance Estimation for Person Re-Identification”. In Proceedings of International Conference on Pattern Recognition, (ICPR2014). Sweden, August 24-28, 2014.[pdf]

24.     

Yang Hu, Shengcai Liao, Dong Yi, Zhen Lei, Stan Z. Li. “Multi-Camera Trajectory Mining: Database and Evaluation”. In Proceedings of International Conference on Pattern Recognition, (ICPR2014). Sweden, August 24-28, 2014.[pdf]

25.     

Jianqing Zhu, Shengcai Liao, Zhen Lei, Dong Yi, Stan Z. Li, “Pedestrian Attribute Classification in Surveillance: Database and Evaluation”. In ICCV workshop on Large-Scale Video Search and Mining, Sydney, Australia, December 1-8, 2013.[pdf]

26.     

Yang Hu, Shengcai Liao, Zhen Lei, Dong Yi, Stan Z. Li. “Exploring Structural Information and Fusing Multiple Features for Person Re-identification”. In IEEE Workshop on Camera Networks and Wide Area Scene Analysis (in conjunction with CVPR 2013). Portland, Oregon, June 23-28, 2013. [pdf]

27.     

Jianwei Yang, Zhaowei Cai, Longyin Wen, Zhen Lei, Guodong Guo, Stan Z. Li. “A New Projection Space for Separation of Specular and Diffuse Reflection Components in Color Images”. In Proceedings of 11th Asian Conference on Computer Vision (ACCV2012). Daejeon, Korea, November 5-9, 2012. [pdf]

28.     

Jianwei Yang, Shizheng Wang, Zhen Lei, Yanyun Zhao, Stan Z. Li. “Spatio-Temporal LBP based Moving Object Segmentation in Compressed Domain”. In Proceedings of IEEE International Conference on Advanced Video and Signal-Based Surveillance, (AVSS2012). Beijing, China, September 18-21, 2012. [pdf]

29.     

Xucong Zhang, Junjie Yan, Shikun Feng, Zhen Lei, Dong Yi, Stan Z. Li. “Water Filling: Unsupervised People Counting via Vertical Kinect Sensor”. In Proceedings of IEEE International Conference on Advanced Video and Signal-Based Surveillance, (AVSS2012). Beijing, China, September 18-21, 2012. [pdf]

30.     

Shikun Feng, Zhen Lei, Dong Yi, Stan Z. Li. “Online Content-aware Video Condensation”. In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, (CVPR2012).Providence, Rhode island, June 16-21, 2012.[pdf]

31.     

Rui Qin, Shengcai Liao, Zhen Lei, Stan Z. Li. “Moving Cast Shadow Removal Based on Local Descriptors”, In Proceedings of 20th International Conference on Pattern Recognition. Istanbul, Turkey, August 23-26, 2010. [pdf]

32.     

Jitao Sang, Zhen Lei, Shengcai Liao, Stan Z. Li. “Adaptive Object Classification in Surveillance System by Exploiting Scene Context”. In 1st International Workshop on Visual Scene Understanding (ViSU’09, in conjunction with CVPR 2009). Miami, Florida, June, 2009. [pdf]

33.     

Rufeng Chu, Zhen Lei, Yufei Han, Ran He, Stan Z. Li. "Learning Gabor Magnitude Features for Palmprint Recognition". In The 8th Asian Conference on Computer Vision, (ACCV 2007). Tokyo, Japan, Nov 2007. [pdf]

 

Professional Activities

² Keynote Speaker, “Face Recognition - Research and Recent Advances”, on ICB-2019

² Invited Speaker, “Face Recognition – Recent Advances and Future Direction”, on WISE 2019

² Keynote Speaker, “Multispectral Methods for Biometric Anti-spoofing” on 2011 FP7 RISE Beijing Conference.

² Associate Editor, IET Computer Vision, from 2019

² Associate Editor, Neurocomputing, from 2017

² Area Chair, IEEE 9th International Conference on Biometrics: Theory, Applications and Systems (BTAS 2018)

² Area Chair, 11th IAPR International Conference on Biometrics (ICB 2018)

² Area Chair, IAPR/IEEE International Conference on Biometric (ICB 2016)

² Area Chair, IAPR/IEEE International Conference on Biometric (ICB 2015)

² Area Chair, 11th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2015)

² Area Chair, International Joint Conference on Biometrics (IJCB 2014)

² Publicity Co-Chair, 10th IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS-2013)

² Program Committee, International Joint Conference on Biometrics (IJCB 2017)

² Program Committee, 8th IEEE International Conference on Biometrics: Theory, Applications, and Systems (BTAS 2016)

² Program Committee, 10th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2013)

² Program Committee, 1st ACCV Workshop on Computer Vision with Local Binary Pattern Variants (LBP 2012)

² Program Committee, International Conference on Informatics, Electronics & Vision (ICIEV12)

² Review for Electronics Letters, from 2017

² Review for Information Fusion, from 2017

² Review for ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), from 2017

² Review for IEEE Signal Processing Magazine, from 2016

² Review for International Journal of Machine Learning and Cybernetics, from 2016

² Review for IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMC-A), from 2015

² Review for IEEE Access, from 2015

² Review for Information Sciences (SCIENCE CHINA), from 2015

² Review for IEEE Transactions on Neural Networks and Learning Systems (T-NNLS), from 2014

² Review for International Journal of Computer Vision (IJCV), from 2014

² Review for Computer Vision and Image Understanding (CVIU), from 2014

² Review for Image and Vision Computing, from 2013

² Review for Information Sciences, from 2013

² Review for IEEE Transactions on Multimedia (TMM), from 2013

² Review for IEEE Transactions on Circuits and Systems for Video Technology(TCSVT), from 2013

² Review for Signal, Image and Video Processing, from 2013

² Review for IEEE Signal Processing Letters, from 2012.

² Review for Pattern Recognition Letters, from 2012

² Review for The Visual Computer, from 2012

² Review for IEEE Transactions on Systems, Man, and Cybernetics--Part B (TSMC-B, Cybernetics), from 2012

² Review for IEEE Transactions on Systems, Man, and Cybernetics--Part C (TSMC-C), from 2012

² Review for International Journal of Image & Graphics (IJIG), from 2012

² Review for Knowledge-Based Systems, from 2012

² Review for Journal of Computer Science and Technology (JCST), from 2012.

² Review for IEEE Trans. on Information Forensics and Security (T-IFS), from 2012.

² Review for IEEE Trans. on Instrumentation and Measurement, from 2012

² Review for IEEE Signal Processing Letters, from 2012

² Review for Neurocomputing, from 2011.

² Review for Computers and Graphics, from 2011.

² Review for Pattern Recognition (PR), from 2011.

² Review for IEEE Trans. on Image Processing (T-IP), from 2011.

² Review for IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), from 2007.

² Review for The 22nd International Conference of Pattern Recognition (ICPR-2014).

² Review for IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP-2014).

² Review for 12th International Conference on Control, Automation, Robotics and Vision (ICARCV-2012).

² Review for 12th European Conference on Computer Vision (ECCV-2012).

² Review for IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR-2009).

² Review for IAPR/IEEE International Conference on Biometric (ICB-2009).

² Review for IAPR/IEEE International Conference on Biometric (ICB-2007).

² Review for The 2006 International Conference of Pattern Recognition (ICPR-2006).

 

Awards and honors

·         2019 IAPR YOUNG BIOMETRICS INVESTIGATOR AWARD

·         2019 The Champion of DeepGlint-Large Track in Light Weight Face Recognition Challenge

·         2019 The Winner of competition of (Semi-) Supervised Face Detection in Low Light Conditions

·         2018 ICME Best Student Paper Award Runner-up

·         2017 The Winner of FG2017 facial micro-expression recognition competition

·         2017 CCBR Best Student Paper Award

·         2015 IAPR Best Biometrics Student Paper Award

·         2014 IAPR Best Biometrics Student Paper Award

·         2013 The Winner of the 300-W Challenge on facial landmark detection

·         2013 FG Best Student Paper Honorable Mention

·         2013 The Winner of The 2nd competition on counter measures to 2D facial spoofing attacks

·         2011 The Winner of IJCB 2011 Competition on counter measures to 2D facial spoofing attacks

·         2010 Excellent Student Award, CASIA

·         2008 Beijing Olympic and Paralympic Great Contribution Award

·         2008 Excellent Student Award, CASIA

·         2007 ICB Best Paper Award

·         2006 ICB Best Student Paper Award

·         2005 Outstanding Graduate Scholarship, USTC

·         2005 First Scholarship, USTC

·         2004 First Scholarship, USTC

·         2003 Second Scholarship, USTC

·         2001 New Student Scholarship, USTC

 

 

 


 


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