Shiliang Zhang
Associate Professor with Tenure
Department of Comptuer Science, School of EE&CS, Peking University
Address: Room 513/515, Yanyuan Building, Peking University, Beijing, China
Email: slzhang.jdl AT pku.edu.cn
Google Scholar Profile 		 
 

Brief Bio: Shiliang Zhang is leading the Media and Vision Computing Group at Institute of Digital Media, Peking University. He received the Ph.D. degree from Institute of Computing Technology, Chinese Academy of Sciences in 2012 with honors. After that, he was a Postdoctoral Fellow in University of Texas at San Antonio and a Postdoctoral Scientist in NEC Labs America, Cupertino, CA.

He has authored or co-authored over 100 papers in journals and conferences including IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), International Journal on Computer Vision (IJCV), IEEE Trans. on Image Processing (T-IP), IEEE Trans. on Multimedia (T-MM), ACM Multimedia, CVPR, ICCV, ECCV, IJCAI, and AAAI. His research interests include large-scale image retrieval and computer vision. He was a recipient of the Distinguished Young Scholar Fund of Beijing Natural Science Foundation, Outstanding Doctoral Dissertation Awards from the Chinese Academy of Sciences and Chinese Computer Federation, the President Scholarship from the Chinese Academy of Sciences, the NVidia Pioneering Research Award, the NEC Laboratories America Spot Recognition Award, and the Microsoft Research Fellowship, etc. He was a recipient of the Top 10% Paper Award at the IEEE MMSP 2011.

He serves as Associate Editor of Elsevier Computer Vision and Image Understanding (CVIU), IET Computer Vision, Guest Editor of ACM TOMM, Area Chair of CVPR, AAAI, ICPR, and VCIP, Co-Chair or TPC Co-chair of workshops and tutorials in ICME, CVPR, FG, ICPR, etc. He is also an active reviewer for 20+ Journals including ACM Computing Survey, IJCV, T-PAMI, T-IP, and TPC member for 10+ top-tier conferences including ICCV, CVPR, ECCV, AAAI, IJCAI, NIPS, and ACM MM. His research is funded by the National Key Research and Development Program of China, National Natural Science Foundation of China, Beijing Natural Science Foundation, Microsoft Research, etc. He is a Senior Member of the IEEE.

Opening for Ph.D. (2025) application: We are looking for self-motivated candidates for Postdocs and Ph.D. students. If you are interested in our research on Computer Vision and Multimedia, please send detailed CV to me.


Research Highlight

Person and vehicle ReID

Fine-grained visual categorization

Large-scale image search

Pixel-level Image Understanding

News
  • [2023. 09], one papers on Deep Product Quantization is accepted by NeurIPS 2023. Congratulations to all!
  • [2023. 08], one papers on High-speed Moving Object Recognition is accepted by ACM MM 2023. Congratulations to Junwei and Jianming!
  • [2023. 07], two papers on Convnet Architecture and 3D Pose Estimation are accepted by ICCV 2023. Congratulations to all!
  • [2023. 06], one paper on Fast Moving Object Recognition is accepted by T-CSVT. Congratulations to Junwei!
  • [2023. 05], one paper on Fine-Grained Visual Recogntion is accepted by Pattern Recognition. Congratulations to Shunan!
  • [2023. 05], one paper on Efficient Vision Transformer is accepted by T-IP. Congratulations to Zhanzhou for his first journal paper!
  • [2023. 04], one paper on Video Object Segmentation is accepted by ACM ToMM. Congratulations to Zhen Chen!
  • [2023. 03], one paper on Self-Supervised Learning is accepted by CVPR 2023. Congratulations to Zhanzhou for his first paper!
  • [2023. 03], one paper on Instance-Level Human Analysis is accepted by T-PAMI. Congratulations to Dongkai!
  • [2023. 03], one paper on Cloth Change Person Re-Identification is accepted by T-CSVT
  • [2023. 03], one paper on Pose Estimation is accepted by T-IP. Congratulations to Jianing!
  • [2022. 08], one paper is accepted by IJCV. Congratulations to Dongkai!
  • [2022. 06], Jianing successfully defended his PH.D Thesis . Congratulations to Dr. Li!.
  • [2022. 03], one paper on unsupervised person re-id is accepted by T-PAMI. Congratulations to Shiyu!
  • [2022. 03], one paper on human pose estimation is accepted by CVPR 2022 as an ORAL presentation. Congratulations to Dongkai!
  • [2021. 12], Xiaobin successfully defended his Ph.D. thesis. Congratulations to Dr. Liu!
  • [2021. 09], one paper on human pose estimation for crowded scenes is accepted by NeurIPS 2021. Congratulations to Dongkai!
  • [2021. 08], one paper is accepted by IEEE T-IP. Congratulations to all!
  • [2021. 07], one paper on CNN Quantization and Compression is accepted by ACM MM 2021. Congratulations to Jianming!
  • [2021. 06], Yingji successfully defended his Master's Thesis. Congratulations to Yingji!.
  • [2021. 06], Dr. Zhang is invited to serve as Area Chair for VCIP 2021.
  • [2021. 05], one paper on binary neural network compression is accepted by IEEE T-NNLS. Congratulations to Jianming!
  • [2021. 05], one paper is accepted by IJCAI 2021. Congratulations to Xiaobin!
  • [2021. 04], Dr. Zhang is invited to serve as Area Chair for CVPR 2022.
  • [2021. 04], the source code of IICS proposed in our CVPR 2021 paper has been released. link
  • [2021. 04], Dr. Zhang is invited to serve as Associate Editor for Computer Vision and Image Understanding.
  • [2021. 03], our group will give a tutorial on person re-identification in ICME 2021!
  • [2021. 03], one paper is accepted by CVPR 2021. Congratulations to Shiyu for his first paper at PKU!
  • [2020. 11], one paper is accepted by IJCV. Congratulations to Shangzhi!
  • [2020. 07], one paper is accepted by ACM MM 2020 as oral paper. Congratulations to Xiaobin!
  • [2020. 07], one person reid paper is accepted by ECCV 2020. It uses temporal consistency to boost reid accuracy.
  • [2020. 07], one paper on edge and contour detection is accepted by IEEE T-PAMI. It achieves SOTA performance with lightweight CNN.
  • [2020. 06], as the leading guest editor, Dr. Zhang is co-ogranizing an ACM TOMM special issue on Fine-Grained Visual Recognition and re-IDentification! Please check the CFP and contribute!
  • [2020. 06], we are ogranizing an ICPR2020 workshop: Fine-Grained Visual Recognition and re-IDentification (FGVRID)! website
  • [2020. 04], The code of our CVPR 2020 papers is available. link1 link2
  • [2020. 03], one paper on vehicle reid is accepted by IEEE T-CSVT.
  • [2020. 02], one paper on person search is accepted by CVPR 2020. Congratulations to Yingji for his first paper!
  • [2020. 02], one paper on unsupervised person reid is accepted by CVPR 2020 as oral paper. Congratulations to Dongkai for his first paper!
  • [2020. 01], one paper on video person reid is accepted by IEEE T-IP. The code will be released.
  • [2019. 11], the dataset and code of our ICCV19 work GLTR for person reid are available. link
  • [2019. 10], one paper on vehicle reid is accepted by IEEE T-IP.
  • [2019. 07], one paper on video representation learning is accepted by ICCV'19.
  • [2019. 07], Longhui and Jianzhong have got their master degree! Congratulations to them and wish they have a great future!
  • [2019. 06], one paper on person reid is accepted by IEEE T-PAMI. Congratulations to Jianing for his first journal paper!
  • [2019. 05], one paper on person reid is accepted by IJCAI'19. Congratulations to Shunan for his first paper!
  • [2019. 04], we will show our EAGER (Edge-Aided imaGe undERstanding) system at ACM ICMR'19!
  • [2019. 03], one paper on edge detection is accepted by CVPR'19.
  • [2019. 02], the code and model of our CDbin descriptor has been released. Please download and try: link.
  • [2019. 01], our paper on binary descriptor CDbin is accepted by IEEE T-CSVT, Congratulations to Jianming for his first paper!
  • [2018. 12], one paper on person reid is accepted by IEEE T-IP.
  • [2018. 11], the code of our AAAI'19 paper has been released: link.
  • [2018. 11], one paper on video person reid is accepted by AAAI'19.
  • [2018. 08], a more complete version of GLAD is accepted by IEEE T-MM.
  • [2018. 06], as one of the 12 research groups worldwild, our team received the Nvidia Pioneering Research Award at CVPR'18, Congratulations to all!
  • [2018. 05], one paper on multi-object tracking is accepted by IEEE T-IP.
  • [2018. 05], the slides of our FG 2018 tutorial Person Re-Identification: Recent Advances and Challenges can be downloaded: link.
  • [2018. 04], the code of Person Transfer GAN (PTGAN) has been released: link.
  • [2018. 04], one demo paper is accepted by ACM ICMR'18. We will show a person and vehicle Re-ID system at ACM ICMR 2018!
  • [2018. 04], one paper on vehicle reid is accepted by IEEE ICME'18
  • [2018. 03], one paper on person reid is accepted as Spotlight paper in CVPR '18.
  • [2018. 02], we are organizing a tutorial on FG'18: Person Re-Identification: Recent Advances and Challenges. .
  • [2018. 02], one paper on video emotion recognition is accepted by IEEE T-MM.
  • [2018. 01], the code of our ACM MM17 work GLAD is released: link.
  • [2018. 01], the dataset of our ACM MM17 work One-Shot Fine-Grained Instance Retrieval is released: link.
  • [2018. 01], one paper on fine-grained visual categorization is accepted by IEEE T-IP.
  • [2018. 01], one paper on attribute based person reid is accepted by IEEE T-PAMI.

Recent Publications in Top-Tier Journals and Conferences (complete list...)
  • [T-PAMI 2023]: Contextual Instance Decoupling for Instance-Level Human Analysis.
    • Dongkai Wang and Shiliang Zhang*.
  • [T-IP 2023]: PolarPose: Single-stage Multi-person Pose Estimation in Polar Coordinates.
    • Jianing Li, Yaowei Wang, and Shiliang Zhang*.
  • [T-IP 2023]: Efficient Vision Transformer via Token Merger.
    • Zhanzhou Feng, and Shiliang Zhang*.
  • [ACM ToMM 2023]: Complementary Coarse-to-Fine Matching for Video Object Segmentation.
    • Zhen Chen, Ming Yang, and Shiliang Zhang*.
  • [Pattern Recognition 2023]: Multi-Proxy Feature Learning for Robust Fine-Grained Visual Recognition.
    • Shunan Mao, Yaowei Wang, Xiaoyu Wang, and Shiliang Zhang*.
  • [T-CSVT 2023]: SpiReco: Fast and Efficient Recognition of High-Speed Moving Objects with Spike Cameras.
    • Junwei Zhao, Shiliang Zhang*, Zhaofei Yu, and Tiejun Huang.
  • [T-CSVT 2023]: DCR-ReID: Deep Component Reconstruction for Cloth-Changing Person Re-Identification.
    • Zhenyu Cui, Jiahuan Zhou, Yuxin Peng, Shiliang Zhang, and Yaowei Wang.
  • [CVPR 2023]: Evolved Part Masking for Self-Supervised Learning.
    • Zhanzhou Feng and Shiliang Zhang*.
  • [ICCV 2023]: 3D Human Mesh Recovery with Sequentially Global Rotation Estimation.
    • Dongkai Wang and Shiliang Zhang*.
  • [ICCV 2023]: ParCNetV2: Oversized Kernel with Enhanced Attention.
    • Ruihan Xu, Haokui Zhang, Wenze Hu, Shiliang Zhang*, and Xiaoyu Wang.
  • [ACM MM 2023]: Recognizing High-Speed Moving Objects with Spike Camera.
    • Junwei Zhao, Jianming Ye, Shiliang Zhang*, Zhaofei Yu, and Tiejun Huang.
  • [NeurIPS 2023]: Unleashing the Full Potential of Product Quantization for Large-Scale Image Retrieval.
    • Yu Liang, Shiliang Zhang*, Kenli Li, and Xiaoyu Wang.
  • [T-PAMI 2022]: Intra-Inter Domain Similarity for Unsupervised Person Re-Identification.
    • Shiyu Xuan and Shiliang Zhang*.
  • [IJCV 2022]: Unsupervised Person Re-Identification via Multi-Label Classification.
    • Dongkai Wang and Shiliang Zhang*.
  • [CVPR 2022 Oral]: Contextual Instance Decoupling for Robust Multi-Person Pose Estimation.
    • Dongkai Wang and Shiliang Zhang*.
  • [T-NNLS 2021]: Distillation Guided Residual Learning for Binary Convolutional Neural Networks.
    • Jianming Ye, Jingdong Wang, and Shiliang Zhang*.
  • [T-IP 2021]: Progressive Feature Enhancement for Person Re-Identification.
    • Yingji Zhong, Yaowei Wang, and Shiliang Zhang*.
  • [CVPR 2021]: Intra-Inter Camera Similarity for Unsupervised Person Re-Identification.
    • Shiyu Xuan and Shiliang Zhang*.
  • [IJCAI 2021]: Graph Consistency based Mean-Teaching for Unsupervised Domain Adaptive Person Re-Identification.
    • Xiaobin Liu and Shiliang Zhang*.
  • [ACM MM 2021]: Hybrid Network Compression via Meta-Learning.
    • Jianming Ye, Shiliang Zhang*, and Jingdong Wang.
  • [NeurIPS 2021]: Robust Pose Estimation in Crowded Scenes with Direct Pose-Level Inference.
    • Dongkai Wang, Shiliang Zhang*, and Gang Hua.
  • [T-PAMI 2020]: Bi-Directional Cascade Network for Perceptual Edge Detection.
    • Jianzhong He, Shiliang Zhang*, Ming Yang, Yanhu Shan, and Tiejun Huang.
  • [IJCV 2020]: Viewpoint and Scale Consistency Reinforcement for UAV Vehicle Re-Identification.
    • Shangzhi Teng, Shiliang Zhang*, Qingming Huang, and Nicu Sebe.
  • [T-IP 2020]: Multi-scale Temporal Cues Learning for Video Person Re-Identification.
    • Jianing Li, Shiliang Zhang*, and Tiejun Huang.
  • [T-CSVT 2020]: Multi-View Spatial Attention Embedding for Vehicle Re-Identification.
    • Shangzhi Teng, Shiliang Zhang*, Qingming Huang, and Nicu Sebe.
  • [CVPR 2020 Oral]: Unsupervised Person Re-identification via Multi-label Classification.
    • Dongkai Wang and Shiliang Zhang*.
  • [CVPR 2020]: Robust Partial Matching for Person Search in the Wild.
    • Yingji Zhong, Xiaoyu Wang, and Shiliang Zhang*.
  • [ECCV 2020]: Joint Visual and Temporal Consistency for Unsupervised Domain Adaptive Person Re-Identification.
    • Jianing Li and Shiliang Zhang*.
  • [ACM MM 2020 Oral]: Domain Adaptive Person Re-Identification via Coupling Optimization.
    • Xiaobin Liu and Shiliang Zhang*.
  • [T-PAMI 2019]: Pose-Guided Representation Learning for Person Re-Identification.
    • Jianing Li, Shiliang Zhang*, Qi Tian, Meng Wang, and Wen Gao.
  • [T-IP 2019]: Group-Group Loss Based Global-Regional Feature Learning for Vehicle Re-Identification.
    • Xiaobin Liu, Shiliang Zhang*, Xiaoyu Wang, Richang Hong, and Qi Tian.
  • [T-IP 2019]: Deep Representation Learning with Part Loss for Person Re-Identification.
    • Hantao Yao, Shiliang Zhang, Yongdong Zhang, Changsheng Xu, and Qi Tian.
  • [T-CSVT 2019]: CDbin: Compact Discriminative Binary Descriptor Learned with Efficient Neural Network.
    • Jianming Ye, Shiliang Zhang*, Tiejun Huang, and Yong Rui.
  • [ICCV 2019]: Global-Local Temporal Representations for Video Person Re-Identification.
    • Jianing Li, Jingdong Wang, Qi Tian, Wen Gao, and Shiliang Zhang*.
  • [IJCAI 2019]: Resolution Invariant Person Re-Identification.
    • Shunan Mao, Shiliang Zhang*, and Ming Yang.
  • [CVPR 2019]: Bi-Directional Cascade Network for Perceptual Edge Detection.
    • Jianzhong He, Shiliang Zhang*, Ming Yang, Yanhu Shan and Tiejun Huang.
  • [AAAI 2019 Oral]: Multi-scale 3D Convolution Network for Video Based Person Re-Identification.
    • Jianing Li, Shiliang Zhang*, and Tiejun Huang.
  • [T-PAMI 2018]: Multi-Task learning with low rank attribute embedding for multi-camera person re-identification.
    • Chi Su, Fan Yang, Shiliang Zhang*, Qi Tian, Larry S. Davis, and Wen Gao.
  • [T-IP 2018]: AutoBD: Automated Bi-level Description for scalable fine-grained visual categorization.
    • Hantao Yao, Shiliang Zhang, Yongdong Zhang, Jintao Li, and Qi Tian.
  • [T-IP 2018]: Interacting Tracklets for Multi-object Tracking.
    • Long Lan, Xinchao Wang, Shilinag Zhang, Dacheng Tao, Wen Gao, and Thomas Huang.
  • [T-MM 2018]: GLAD: Global-Local-Alignment Descriptor for Scalable Person Re-Identification.
    • Longhui Wei, Shiliang Zhang*, Hantao Yao, Wen Gao, and Qi Tian.
  • [T-MM 2018]: Speech Emotion Recognition Using Deep Convolutional Neural Network and Discriminant Temporal Pyramid Matching.
    • Shiqing Zhang, Shiliang Zhang, Tiejun Huang, and Wen Gao.
  • [Pattern Recognition 2018]: Multi-type Attributes Driven Multi-camera Person Re-Identification.
    • Chi Su, Shiliang Zhang*, Junliang Xing, Qi Tian, and Wen Gao.
  • [T-CSVT 2018]: Learning Affective Features with a Hybrid Deep Model for Audio-Visual Emotion Recognition.
    • Shiqing Zhang, Shiliang Zhang, Tiejun Huang, Wen Gao, and Qi Tian.
  • [CVPR 2018 Spotlight]: Person Transfer GAN to Bridge Domain Gap for Person Re-Identification.
    • Longhui Wei, Shilinag Zhang*, Wen Gao, and Qi Tian.
  • [Pattern Recognition 2017]: Attributes Driven Tracklet-to-tracklet Person Re-Identification Using Latent Prototypes Space Mapping.
    • Chi Su, Shiliang Zhang*, Fan Yang, Qi Tian, Wen Gao, and Larry S Davis.
  • [ICCV 2017]: Pose-driven Deep Convolutional Model for Person Re-Identification.
    • Chi Su, Jianing Li, Shiliang Zhang*, Junliang Xing, Wen Gao, and Qi Tian.
  • [ACM MM 2017]: GLAD: Global-Local-Alignment Descriptor for Pedestrian Retrieval.
    • Longhui Wei, Shiliang Zhang*, Hantao Yao, Wen Gao, and Qi Tian.
  • [ACM MM 2017]: One-Shot Fine-Grained Instance Retrieval.
    • Hantao Yao, Shiliang Zhang*, Yongdong Zhang, Qi Tian.

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Updated 03/2023