More updated papers could be found in Junping Zhang's Publications or Google Scholar.

Preprint

  1. Cao, Yuan, Qiuying Li, Hongming Shan, Zhizhong Huang, Lei Chen, Leiming Ma, and Junping Zhang. "Precipitation Nowcasting with Star-Bridge Networks." arXiv preprint arXiv:1907.08069 (2019).

    [URL]

Journals

  1. Zhizhong Huang, Junping Zhang and Hongming Shan. "When Age-Invariant Face Recognition Meets Face Age Synthesis: A Multi-Task Learning Framework and A New Benchmark." IEEE Transactions on Pattern Analysis and Machine Intelligence 2022.

    [URL]

  2. Zhizhong Huang, Jie Chen, Junping Zhang and Hongming Shan. "Learning Representation for Clustering via Prototype Scattering and Positive Sampling." IEEE Transactions on Pattern Analysis and Machine Intelligence 2022.

    [URL]

  3. Hanqing Chao, Kun Wang, Yiwei He, Junping Zhang, Jianfeng Feng. GaitSet: Cross-view Gait Recognition through Utilizing Gait as a Deep Set. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. xx, no. xx, pp. xxx-xxx, 2021.

    [URL]

  4. Xianye Ben, Yi Ren, Junping Zhang, Su-Jing Wang, Kidiyo Kpalma, Weixiao Meng, Yong-Jin Liu. Video-based Facial Micro-Expression Analysis: A Survey of Datasets, Features and Algorithms. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. xx, no. xx, pp. xxx-xxx, 2021.

  5. Yiqun Liu, Junping Zhang, Lei Chen, Hai Chu, James Z. Wang, Leiming Ma. SSAS: Spatiotemporal Scale Adaptive Selection for Improving Bias Correction on Precipitation. IEEE Transactions on Cybernetics, vol. xx, no. xx, pp. xxx-xxx, 2021.

  6. Haiping Zhu, Hongming Shan, Yuheng Zhang, Lingfu Che, Xiaoyang Xu, Junping Zhang, Jianbo Shi, Fei-Yue Wang. Convolutional Ordinal Regression Forest for Image Ordinal Estimation. IEEE Transactions on Neural Networks and Learning Systems, vol. xx, no. xx, pp. xxx-xxx, 2021.

    [URL]

  7. Zhizhong Huang, Shouzhen Chen, Junping Zhang, Hongming Shan. PFA-GAN: Progressive Face Aging with Generative Adversarial Network. IEEE Transactions on Information Forensics and Security, vol. xx, no. xx, pp. xxx-xxx, 2021.

    [URL]

  8. Yifei Guo, Bing Li, Xianye Ben, Yi Ren, Junping Zhang, Rui Yan, Yujun Li. A Magnitude and Angle Combined Optical Flow Feature for Micro-Expression Spotting. IEEE Multimedia, vol. xx, no. x, pp.xxx-xxx, 2021.

    [URL]

  9. Yiqun Liu, Yiwei He, Shumao Li, Zhenghui Dong, Junping Zhang, Kruger Uwe. "An Auto-Adjustable and Time-Consistent Model for Determining Coagulant Dosage Based on Operators’ Experience," IEEE Transactions on Systems, Man and Cybernetics: Systems, accepted, vol. xx, no. xx, pp. xxx-xxx, 2019.

    [URL]

  10. Yiming Lei, Yukun Tian, Hongming Shan, Junping Zhang, Ge Wang, Mannudeep K. Kalra. "Shape and Margin-Aware Lung Nodule Classification in Low-dose CT Images via Soft Activation Mapping", Medical Image Analysis. accepted, vol. xx, no. xx, pp. xxx-xxx, 2019.

    [URL]

  11. Yukun Tian, Yiming Lei, Junping Zhang, James Z. Wang. "PaDNet: Pan-Density Crowd Counting," IEEE Transactions on Image Processing, vol. xx, no. xx, pp. xxx-xxx, 2019.

    [URL]

  12. Xingxin Wu, Junping Zhang, Fei-Yue Wang. "Stability-based Generalization Analysis of Distributed Learning Algorithms for Big Data," IEEE Transactions on Neural Networks and Learning Systems, accepted, vol. xx, no. xx, pp. xxx-xxx, 2019.

    [URL]

  13. Yiwei He, Junping Zhang, Hongming Shan, Liang Wang. "Multi-task GANs for View-Specific Feature Learning in Gait Recognition," IEEE Transactions on Information Forensics and Security, vol.14, no. 1, pp.102-113, 2019.

    [URL]

  14. Qi Zhou, Junping Zhang, Lingfu Che, Hongming Shan, James Z. Wang. "Crowd Counting with Limited Labeling through Submodular Frame Selection," IEEE Transactions on Intelligent Transportation Systems, vol. 20, no. 5, pp. 1728-1738, 2019.

    [URL]

  15. Hongming Shan, Junping Zhang, Uwe Kruger. "Framework of Randomized Distribution Features for Visual Representation and Categorization," IEEE Transactions on Cybernetics, vol. 49, no. 9, pp.3599-3606, 2019.

    [URL]

  16. Xinxing Wu, Junping Zhang. "Distribution-dependent concentration inequalities for tighter generalization bounds," Science China Information Sciences, April 2018, vol. 61:048105:1-048105:3.

    [URL] [arxiv]

  17. Feng Xu, Junping Zhang, James Z. Wang. "Microexpression Identification and Categorization using a Facial Dynamics Map," IEEE Transactions on Affective Computing, vol. 8, no. 2, pp. 254-267, 2017.

    [URL]

  18. Haiping Zhu, Youngjoo Lee, Hongming Shan, Junping Zhang. "A maximum contributed component regression for the inverse problem in optical scatterometry," Optics Express, vol. 25, no. 14, pp. 15959 - 15966, 2017.

    [URL]

  19. Hongming Shan, Junping Zhang, Uwe Kruger. "Learning Linear Representation of Space Partitioning Trees based on Unsupervised Kernel Dimension Reduction, " IEEE Transactions on Cybernetics, vol. 46, no. 12, pp. 3427-3438, 2016.

    [URL] [Supplementary Material]

  20. Yujie Lin, Uwe Kruger, Junping Zhang, Qi Wang, Lisa Lamont and Lana El Chaar. "Seasonal Analysis and Prediction of Wind Energy using Random Forests and ARX Model Structures, " IEEE Transactions on Control Systems Technology, vol. 23, no. 5, pp. 1994-2002, 2015.

    [URL]

  21. Wei Xia, Junping Zhang and Uwe Kruger, "Semi-supervised Pedestrian Counting with Temporal and Spatial Consistencies," IEEE Transactions on Intelligent Transportation Systems, vol. 16, no. 4, pp. 1705-1715, 2015.

    [URL]

  22. Zuchao Wang, Min Lu, Xiaoru Yuan, Junping Zhang and Huub van de Wetering, "Visual Traffic Jam Analysis based on Trajectory Data," IEEE Transactions on Visualization and Computer Graphics, vol. 19, no. 12, pp. 2159-2168, 2013 (VAST'13).

    [URL] [Video] [Additional Video]

  23. Junping Zhang, Ziyu Xie and Stan Z. Li, "Prime Discriminant Simplicial Complex," IEEE Transactions on Neural Networks and Learning Systems, vol. 24, no. 1, pp. 133-144, 2013.

    [URL] [code]

  24. Chen Wang, Junping Zhang, Liang Wang, Jian Pu, Xiaoru Yuan, "Human Identification Using Temporal Information Preserving Gait Template," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 11, pp. 2164-2176, 2012.

    [URL] [code]

  25. Siqiang Luo, Junping Zhang, Qian Zhang and Xiaoru Yuan, "Multi-Operator Image Retargeting with Automatic Integration of Direct and Indirect Seam Carving," Image and Vision Computing, vol. 30, pp. 655-667, 2012.

    [URL] [code]

  26. Junping Zhang, Qi Wang, Li He, Zhi-Hua Zhou, "Quantitative Analysis of Nonlinear Embedding," IEEE Transactions on Neural Networks, vol. 22, no. 12, pp. 1987-1998, 2011

    [URL] [code]

  27. Ben Tan, Junping Zhang, Liang Wang, "Semi-Supervised Elastic Net for Pedestrian Counting," Pattern Recognition, vol. 44, issues 10-11, pp. 2297-2304, 2011.

    [URL] [Benchmark Dataset of Pedestrian Counting]

  28. Junping Zhang, Fei-Yue Wang, Kunfeng Wang, Wei-Hua Lin, Xin Xu, Cheng Chen, "Data-Driven Intelligent Transportation Systems: A Survey," IEEE Transactions on Intelligent Transportation Systems, vol. 12, no. 4, pp. 1624-1639, 2011.

    [URL]

  29. Junping Zhang, Ben Tan, Fei Sha, Li He, "Predicting Pedestrian Counts in Crowded Scenes with Rich and High-dimensional Features," IEEE Transactions on Intelligent Transportation Systems, vol. 12, no. 4, pp. 1037-1046, 2011.

    [URL]

  30. Junping Zhang, Xiaodan Wang, Uwe Krger, Fei-Yue Wang, "Principal Curve Algorithms for Partitioning High-Dimensional Data Spaces," IEEE Transactions on Neural Networks, vol. 22, no. 3, pp. 367-380, 2011

    [URL]

  31. Junping Zhang, Jian Pu, Changyou Chen, Rudolf Fleischer, "Low-resolution Gait Recognition,"IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, vol. 40, no. 4, pp. 986-996, 2010.

    [URL]

  32. Changyou Chen, Junping Zhang, Rudolf Fleischer, ''Distance Approximating Dimension Reduction of Riemannian Manifolds'', IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, vol. 40, no. 1, pp. 208-217, 2010.

    [URL]

  33. Junping Zhang, Uwe Kruger, Xiaodan Wang, Dewang Chen, "A Riemannian Distance Approach for Constructing Principal Curves," International Journal of Neural Systems, vol. 20, no. 3, pp. 209-218, 2010.

    [URL]

  34. Junping Zhang, Hua Huang, Jue Wang, "Manifold Learning for Visualizing and Analyzing High-dimensional Data," IEEE Intelligent Systems, Jul/Aug, vol.25, no. 4, pp. 54-61, 2010.

    [URL]

  35. Tak-Ming Chan, Junping Zhang, Jian Pu, Hua Huang, "Neighbor Embedding Based Super-Resolution Algorithm Through Edge Detection and Feature Selection," Pattern Recognition Letters, vol. 30, no. 5, pp.494-502, 2009.

    [URL] [Supplementary Material] [code]

  36. Junping Zhang, Dewang Chen, Uwe Kruger, "Adaptive Constraint K-segment Principal Curves For Intelligent Transportation Systems," IEEE Transactions on Intelligent Transportation Systems, vol. 9, no. 4, pp. 666-677, 2008.

    [URL]

  37. Dewang Chen, Junping Zhang, Shuming Tang, Jue Wang, "Freeway Traffic Stream Modelling based on Principal Curves and its Analysis,"IEEE Transactions on Intelligent Transportation Systems, vol 5, no. 4, pp: 246-258, 2004.

    [URL]

Conferences

  1. Zhizhong Huang, Shouzhen Chen, Junping Zhang, Hongming Shan. AgeFlow: Conditional Age Progression and Regression with Normalizing Flows. In IJCAI, 2021.

    [URL] [arxiv] [code]

  2. Zhizhong Huang, Junping Zhang, Hongming Shan. When Age-Invariant Face Recognition Meets Face Age Synthesis: A Multi-task Learning Framework. In CVPR (oral), 2021.

    [URL] [arxiv] [code]

  3. Yuanyuan Yuan, Shuai Wang, Junping Zhang. Private Image Reconstruction from System Side Channels Using Generative Models. in ICLR (Poster), Vienna, Austria, May 4-10, 2021(Virtual Conference).

    [URL]

  4. Cong Wang, Jian Pu, Zhi Xu, Junping Zhang. Asymmetric Loss for Positive-Unlabeled Learning. In ICME, 2021

  5. Zhizhong Huang, Junping Zhang, Hongming Shan. RoutingGan: Routing Age Progression and Regression with Disentangled Learning. In ICASSP, 2021(Virtual Conference).

    [URL]

  6. Yiming Lei, Hongming Shan, Junping Zhang. Meta Ordinal Weighting Net for Improving Lung Nodule Classification. In ICASSP, 2021(Virtual Conference).

    [URL]

  7. Yiqun Liu, Yi Zeng, Jian Pu, Hongming Shan, Peiyang He, Junping Zhang. SelfGait:A SpatioTemporal Representation Learning Method for Self-supervised Gait Recognition. in ICASSP, 2021(Virtual Conference).

  8. Haiping Zhu, Zhizhong Huang, Hongming Shan, and Junping Zhang. "Look globally, age locally: Face aging with an attention mechanism." ICASSP (Oral), Barcelona, Spain, May 4-8, 2020.

    [arxiv] [code]

  9. Hanqing Chao, Yiwei He, Junping Zhang, Jianfeng Feng, "GaitSet: Regarding Gait as a Set for Cross-View Gait Recognition," AAAI (Oral), Hawaii, USA, Jan.28- Feb.2, 2019.

    [URL] [Github]

  10. Hongming Shan, Junping Zhang. "Randomized Distribution Feature for Image Classification," ECAI 2016 (accepted rate 27% of more than 650 submissions) , The Hague, Holland, Aug.29- Sep.2, 2016.

    [URL]

  11. Ye Zhou, Xin Lu, Junping Zhang, James Z. Wang. "Joint Image and Text Representation for Aesthetics Analysis," ACM MM 2016 (Short Paper), Amsterdam, The Netherlands, Oct.15-19, 2016.

    [URL] [Dataset]

  12. Billy Chang, Uwe Kruger, Rafal Kustra, Junping Zhang. Canonical Correlation Analysis based on Hilbert-Schmidt Independence Criterion and Centered Kernel Target Alignment. ICML 2013, Atlanta, Jun. 16-21, 2013. JMLR W&CP 28(2):316-324,2013.

    [URL] [Supplementary Material] [code]

  13. Chen Wang, Junping Zhang, Jian Pu, Xiaoru Yuan and Liang Wang, "Chrono-Gait Image: A Novel Temporal Template for Gait Recognition," K. Danilidis, P. Maragos, N. Paragios (Eds.): ECCV 2010, Part I, LNCS 6311, pp. 257-270, 2010.

    [URL]

  14. Junping Zhang, HuanXing Shen, and Zhi-Hua Zhou, "Unified Locally Linear Embedding and Linear Discriminant Analysis Algorithm (ULLELDA) for Face Recognition," Advances in Biometric Personal Authentication. Stan Z. Li, Jianhuang Lai, Tieniu Tan, Guocan Feng, Yunhong Wang (Ed.), LNCS 3338, Springer-Verlag, pp: 209-307, 2004.

    [URL]

  15. Junping Zhang, Stan Z. Li, and Jue Wang, "Nearest Manifold Approach for Face Recognition," The 6th IEEE International Conference on Automatic Face and Gesture Recognition, Seoul, Korea, May, pp. 223-228, 2004.

    [URL]

Chinese

  1. 张军平. 爱犯错的智能体 (Errors Favor Intelligent Beings), 清华大学出版社，2019.

    [京东] [当当] [喜马拉雅]

  2. 车令夫，田宇坤，朱海平，张军平. "基于最优输运的迁移学习,"模式识别与人工智能, vol.32,no.6,pp.481-493,2019

    [URL]

  3. 何逸炜， 张军平. "步态识别的深度学习: 综述," 模式识别与人工智能, vol. 31, no. 5, pp. 442-452, 2018.

    [URL]

  4. 单洪明， 张军平. "实值多变量维数约简: 综述," 自动化学报, vol. 44, no. 22, pp. 193-215, 2018.

    [URL]

  5. 徐峰， 张军平. "人脸微表情识别综述, " 自动化学报, vol. 43, no. 3, pp. 333-348, 2017.

    [URL]

  6. 张志豪， 张军平， 陈德铭， 卢颖， 袁晓如， 古天龙. "基于可交互相关性矩阵的维度重排径向坐标可视化方法, " 模式识别与人工智能, vol. 30, no. 7, pp. 637-645, 2017.

    [URL]

  7. 浦剑， 张军平, ''基于词典学习和稀疏表示的超分辨率方法,'' 模式识别与人工智能, vol. 23, no. 3, pp. 335-340, 2010.

    [URL]

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