Biography

Dr. Jian Zhang is an Assistant Professor (Ph. D. Supervisor) with the School of Electronic and Computer Engineering (SECE), Shenzhen Graduate School, Peking University, Shenzhen, China. He is now leading the Visual-Information Intelligent Learning LAB (VILLA 课题组) at PKU. His SECE webpage in Chinese is here .


Research Areas

  • Intelligent Multimedia Processing
  • Deep Learning and Optimization
  • Computer Vision

Education


Research Experiences


Codes

  • COAST: COntrollable Arbitrary-Sampling NeTwork for Compressive Sensing 2021 [PyTorch] alt new
  • ISTA-Net++: Flexible Deep Unfolding Network for Compressive Sensing 2021 [PyTorch] alt new
  • COLA-Net: Collaborative Attention Network for Image Restoration 2021 [PyTorch]
  • Optimization-Inspired Compact Deep Compressive Sensing 2020 [PyTorch]
  • ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing 2018 [Tensorflow] [PyTorch]
  • Video Compressive Sensing Reconstruction via Reweighted Residual Sparsity 2017 [Download]
  • Reducing Image Compression Artifacts by Structural Sparse Representation and Quantization Constraint Prior 2017 [Download]
  • CONCOLOR: COnstrained Non-COnvex LOw-Rank Model for Image Deblocking 2016 [Download]
  • Entropy of Primitive: From Sparse Representation to Visual Information Evaluation 2016 [Download]
  • CCR: Clustering and Collaborative Representation for Fast Single Image Super-Resolution 2016 [Download]
  • Image Denoising via Adaptive Soft-Thresholding Based on Non-Local Samples 2015 [Download]
  • Group-based Sparse Representation for Image Restoration 2014 [Download]
  • Image Restoration Using Joint Statistical Modeling in Space-Transform Domain 2014 [Download]
  • Structural Group Sparse Representation for Image Compressive Sensing Recovery 2013 [Download]
  • Spatially Directional Predictive Coding for Block-based Compressive Sensing of Natural Images 2013 [Download]
  • Image Compressive Sensing Recovery Using Adaptively Learned Sparsifying Basis via L0 Minimization 2014 [Download]
  • Improved Total Variation based Image Compressive Sensing Recovery by Nonlocal Regularization 2013 [Download]
  • Image Compressive Sensing Recovery via Collaborative Sparsity 2012 [Download]
  • Image Super-Resolution via Dual-Dictionary Learning and Sparse Representation 2012 [Download]
  • Fast and Effective Interpolation Using Median Filter 2009 [Download]

Papers in Reverse Chronological Order

2021

[1]
Dynamic Attentive Graph Learning for Image Restoration alt new
Chong Mou, Jian Zhang, Zhuoyuan Wu
International Conference on Computer Vision (ICCV), 2021.
[Cite] [Code is coming]
[2]
Super Resolve Dynamic Scene from Continuous Spike Streams alt new
Jing Zhao, Jiyu Xie, Ruiqin Xiong, Jian Zhang, Zhaofei Yu, Tiejun Huang
International Conference on Computer Vision (ICCV), 2021.
[Cite]
[3]
Dense Deep Unfolding Network with 3D-CNN Prior for Snapshot Compressive Sensing alt new
Zhuoyuan Wu, Jian Zhang, Chong Mou
International Conference on Computer Vision (ICCV), 2021.
[Cite] [Code is coming]
[4]
Memory-Augmented Deep Unfolding Network for Compressive Sensing
Jiechong Song, Bin Chen, Jian Zhang
ACM International Conference on Multimedia (ACM MM), 2021.
[Cite]
[5]
Expressive and Compressive GAN Inversion Network
Youmin Xu, Jian Zhang
IEEE International Conference on Image Processing (ICIP), 2021.
[Cite]
[6]
Dynamic Multi-Domain Translation Network For Single Image Deraining
Zihong Huang, Jian Zhang
IEEE International Conference on Image Processing (ICIP), 2021.
[Cite]
[7]
COAST: COntrollable Arbitrary-Sampling NeTwork for Compressive Sensing
Di You, Jian Zhang, Jingfen Xie, Bin Chen, Siwei Ma
IEEE Transactions on Image Processing (TIP), 2021.
[PDF] [Code] [Cite]
[8]
CAS: Correlation Adaptive Sparse Modeling for Image Denoising
Hangfan Liu, Jian Zhang, Ruiqin Xiong
IEEE Transactions on Computational Imaging (TCI), 2021.
[Cite]
[9]
Iterative Network for Image Super-Resolution
Yuqing Liu, Shiqi Wang, Jian Zhang, Shanshe Wang, Siwei Ma, Wen Gao
IEEE Transactions on Multimedia (TMM), 2021.
[Cite]
[10]
Synergic Feature Attention for Image Restoration
Chong Mou, Jian Zhang
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021.
[Cite]
[11]
Spatial-temporal Synergic Prior Driven Unfolding Network for Snapshot Compressive Imaging
Zhuoyuan Wu, Zhenyu Zhang, Jiechong Song, Jian Zhang
IEEE International Conference on Multimedia and Expo (ICME), 2021.
[Cite]
[12]
Graph Attention Neural Network for Image Restoration
Chong Mou, Jian Zhang
IEEE International Conference on Multimedia and Expo (ICME), 2021.
[Cite]
[13]
Invertible Resampling-Based Layered Image Compression
Youmin Xu, Jian Zhang
Data Compression Conference (DCC), 2021.
[Cite]
[14]
ISTA-Net++: Flexible Deep Unfolding Network for Compressive Sensing
Di You, Jingfen Xie, Jian Zhang
IEEE International Conference on Multimedia and Expo (ICME), 2021.
[PDF] [Code] [Cite]
[15]
Spk2ImgNet:Learning to Reconstruct Dynamic Scene from Continuous Spike Stream
Jing Zhao, Ruiqin Xiong, Hangfan Liu, Jian Zhang, Tiejun Huang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
[Cite]
[16]
Thousand to One: Semantic Prior Modeling for Conceptual Coding
Jianhui Chang, Zhenghui Zhao, Lingbo Yang, Chuanmin Jia, Jian Zhang, Siwei Ma
IEEE International Conference on Multimedia and Expo (ICME), 2021.
[Cite]
[17]
COLA-Net: Collaborative Attention Network for Image Restoration
Chong Mou, Jian Zhang, Xiaopeng Fan, Hangfan Liu, Ronggang Wang
IEEE Transactions on Multimedia (TMM), 2021.
[Project] [Code] [Cite]
[18]
Matching on Sets: Conquer Occluded Person Re-Identification Without Alignment
Mengxi Jia, Xinhua Cheng, Yunpeng Zhai, Shijian Lu, Siwei Ma, Jian Zhang
AAAI Conference on Artificial Intelligence (AAAI), 2021.
[PDF] [Cite]

Before 2021

[1]
A Similarity Inference Metric for RGB-Infrared Cross-Modality Person Re-identification
Mengxi Jia, Yunpeng Zhai, Shijian Lu, Siwei Ma, Jian Zhang
International Joint Conference on Artificial Intelligence (IJCAI), 2020.
[PDF] [Cite]
[2]
Optimization-Inspired Compact Deep Compressive Sensing
Jian Zhang, Chen Zhao, Wen Gao
IEEE Journal of Selected Topics in Signal Processing (JSTSP), 2020.
[Project] [PDF] [Code] [Cite]
[3]
A Novel Two-stage Separable Deep Learning Framework for Practical Blind Watermarking
Yang Liu, Mengxi Guo, Jian Zhang, Yuesheng Zhu, Xiaodong Xie
Proceedings of ACM International Conference on Multimedia (ACM MM), 2019.
[PDF] [Cite] [Oral] [Top Conference in Multimedia]
[4]
End-to-end Learned, Optically Coded Super-resolution SPAD Camera
Qilin Sun, Jian Zhang, Xiong Dun, Bernard Ghanem, Yifan Peng, Wolfgang Heidrich
ACM Transactions on Graphics (TOG), 2020.
[Project] [PDF] [Cite] [Presented at Siggraph 2020]
[5]
ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing
Jian Zhang, Bernard Ghanem
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
[PDF] [Code] [Cite] [Supp] [Poster] [Top Conference in Computer Vision]
[6]
Divisively Normalized Sparse Coding: Toward Perceptual Visual Signal Representation
Xiang Zhang, Siwei Ma, Shiqi Wang, Jian Zhang, Huifang Sun, Wen Gao
IEEE Transactions on Cybernetics (TOC), 2019.
[PDF] [Cite]
[7]
Effective Quadtree Plus Binary Tree Block Partition Decision for Future Video Coding
Zhao Wang, Shiqi Wang, Jian Zhang, Shanshe Wang, Siwei Ma
Data Compression Conference (DCC), 2017.
[PDF] [Cite] [Oral] [Top Conference in Data Compression]
[8]
CREAM: CNN-REgularized ADMM Framework for Compressive-Sensed Image Reconstruction
Chen Zhao, Jian Zhang, Ronggang Wang, Wen Gao
IEEE Access, 2018.
[PDF] [Cite]
[9]
Globally Variance-Constrained Sparse Representation for Rate-Distortion Optimized Image Representation
Xiang Zhang, Siwei Ma, Zhouchen Lin, Jian Zhang, Shiqi Wang, Wen Gao
Data Compression Conference (DCC), 2017.
[PDF] [Cite] [Oral] [Top Conference in Data Compression]
[10]
Probabilistic Decision Based Block Partitioning for Future Video Coding
Zhao Wang, Shiqi Wang, Jian Zhang, Shanshe Wang, Siwei Ma
IEEE Transactions on Image Processing (TIP), 2018.
[PDF] [Cite]
[11]
Structure-driven Adaptive Non-local Filter for High Efficiency Video Coding (HEVC)
Jian Zhang, Chuanmin Jia, Nan Zhang, Siwei Ma, Wen Gao
Data Compression Conference (DCC), 2016.
[PDF] [Cite] [Oral] [Top Conference in Data Compression]
[12]
Structure-aware Local Sparse Coding for Visual Tracking
Yuankai Qi, Lei Qin, Jian Zhang, Shengping Zhang, Qingming Huang, Ming-Hsuan Yang
IEEE Transactions on Image Processing (TIP), 2018.
[PDF] [Cite]
[13]
Nonconvex Lp Nuclear Norm based ADMM Framework for Compressed Sensing
Chen Zhao, Jian Zhang, Siwei Ma, Wen Gao
Data Compression Conference (DCC), 2016.
[PDF] [Cite] [Oral] [Top Conference in Data Compression]
[14]
Globally Variance-Constrained Sparse Representation and Its Application in Image Set Coding
Xiang Zhang, Jiarui Sun, Siwei Ma, Zhouchen Lin, Jian Zhang, Shiqi Wang, Wen Gao
IEEE Transactions on Image Processing (TIP), 2018.
[PDF] [Cite]
[15]
Compressive-Sensed Image Coding via Stripe-based DPCM
Chen Zhao, Jian Zhang, Siwei Ma, Wen Gao
Data Compression Conference (DCC), 2016.
[PDF] [Cite] [Oral] [Top Conference in Data Compression]
[16]
Adaptive Motion Vector Resolution Scheme for Enhanced Video Coding
Zhao Wang, Jian Zhang, Nan Zhang, Siwei Ma
Data Compression Conference (DCC), 2016.
[PDF] [Cite] [Oral] [Top Conference in Data Compression]
[17]
Fourier Ptychographic Microscopy with Sparse Representation
Yongbing Zhang, Pengming Song, Jian Zhang, Qionghai Dai
Scientific reports (SR), 2017.
[PDF] [Cite]
[18]
Collaborative Representation Cascade for Single-Image Super-Resolution
Yongbing Zhang, Yulun Zhang, Jian Zhang, Dong Xu, Yun Fu, Yisen Wang, Xiangyang Ji, Qionghai Dai
IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMC), 2019.
[PDF] [Cite]
[19]
A Dual Structured-Sparsity Model for Compressive-Sensed Video Reconstruction
Chen Zhao, Jian Zhang, Siwei Ma, Ruiqin Xiong, Wen Gao
Visual Communications and Image Processing (VCIP), 2015.
[PDF] [Cite] [Oral]
[20]
Power Distortion Optimization for Uncoded Linear Transformed Transmission of Images and Videos
Ruiqin Xiong, Jian Zhang, Feng Wu, Jizheng Xu, Wen Gao
IEEE Transactions on Image Processing (TIP), 2017.
[PDF] [Cite]
[21]
Adaptive Local Nonparametric Regression for Fast Single Image Super-Resolution
Yulun Zhang, Yongbing Zhang, Jian Zhang, Haoqian Wang, Xingzheng Wang, Qionghai Dai
Visual Communications and Image Processing (VCIP), 2015.
[PDF] [Cite] [Oral] [Best Student Paper Award]
[22]
Reducing Image Compression Artifacts by Structural Sparse Representation and Quantization Constraint Prior
Chen Zhao, Jian Zhang, Siwei Ma, Xiaopeng Fan, Yongbing Zhang, Wen Gao
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2017.
[PDF] [Code] [Cite]
[23]
Image Deblocking Using Group-based Sparse Representation and Quantization Constraint Prior
Jian Zhang, Siwei Ma, Yongbing Zhang, Wen Gao
IEEE International Conference on Image Processing (ICIP), 2015.
[PDF] [Cite] [Poster]
[24]
Video Compressive Sensing Reconstruction Via Reweighted Residual Sparsity
Chen Zhao, Siwei Ma, Jian Zhang, Ruiqin Xiong, Wen Gao
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2017.
[PDF] [Code] [Cite]
[25]
A Visual Comfort Assessment Metric for Stereoscopic Images
Feng Qi, Xiaopeng Fan, Debin Zhao, Tingting Jiang, Jian Zhang
IEEE International Conference on Image Processing (ICIP), 2015.
[PDF] [Cite] [Oral]
[26]
Adaptive Progressive Motion Vector Resolution Selection Based on Rate-Distortion Optimization
Zhao Wang, Shiqi Wang, Jian Zhang, Siwei Ma
IEEE Transactions on image Processing (TIP), 2017.
[PDF] [Cite]
[27]
Image Super-Resolution based on Dictionary Learning and Anchored Neighborhood Regression with Mutual Incoherence
Yulun Zhang, Kaiyu Gu, Yongbing Zhang, Jian Zhang, Qionghai Dai
IEEE International Conference on Image Processing (ICIP), 2015.
[PDF] [Cite] [Poster]
[28]
Image Denoising via Bandwise Adaptive Modeling and Regularization Exploiting Nonlocal Similarity
Ruiqin Xiong, Hangfan Liu, Xinfeng Zhang, Jian Zhang, Siwei Ma, Feng Wu, Wen Gao
IEEE Transactions on Image Processing (TIP), 2016.
[PDF] [Cite]
[29]
Single Image Super-Resolution via Iterative Collaborative Representation
Yulun Zhang, Yongbing Zhang, Jian Zhang, Haoqian Wang, Qionghai Dai
Pacific Rim Conference on Multimedia (PCM), 2015.
[PDF] [Cite] [Oral]
[30]
Low-Rank-Based Nonlocal Adaptive Loop Filter for High-Efficiency Video Compression
Xinfeng Zhang, Ruiqin Xiong, Weisi Lin, Jian Zhang, Shiqi Wang, Siwei Ma, Wen Gao
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2017.
[PDF] [Cite]
[31]
Image Denoising via Adaptive Soft-Thresholding Based on Non-Local Samples
Hangfan Liu, Ruiqin Xiong, Jian Zhang, Wen Gao
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015.
[PDF] [Code] [Cite] [Poster] [Top Conference in Computer Vision]
[32]
Utility-Driven Adaptive Preprocessing for Screen Content Video Compression
Shiqi Wang, Xinfeng Zhang, Xianming Liu, Jian Zhang, Siwei Ma, Wen Gao
IEEE Transactions on Multimedia (TMM), 2017.
[PDF] [Cite]
[33]
Block-Based Compressive Sensing Coding of Natural Images by Local Structural Measurement Matrix
Xinwei Gao, Jian Zhang, Wenbin Che, Xiaopeng Fan, Debin Zhao
Data Compression Conference (DCC), 2015.
[PDF] [Cite] [Oral] [Top Conference in Data Compression]
[34]
Entropy of Primitive: From Sparse Representation to Visual Information Evaluation
Siwei Ma, Xiang Zhang, Shiqi Wang, Jian Zhang, Huifang Sun, Wen Gao
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2017.
[PDF] [Code] [Cite]
[35]
Nonlocal In-Loop Filter: The Way Toward Next-Generation Video Coding?
Siwei Ma, Xinfeng Zhang, Jian Zhang, Chuanmin Jia, Shiqi Wang, Wen Gao
IEEE MultiMedia (MM), 2016.
[PDF] [Cite] [Best Paper Award]
[36]
High Quality Image Reconstruction via Non-Local Collaborative Estimation for Wireless Image/Video Softcast
Ruiqin Xiong, Jian Zhang, Feng Wu, Wen Gao
IEEE International Conference on Image Processing (ICIP), 2014.
[PDF] [Cite] [Poster]
[37]
CCR: Clustering and Collaborative Representation for Fast Single Image Super-Resolution
Yongbing Zhang, Yulun Zhang, Jian Zhang, Qionghai Dai
IEEE Transactions on Multimedia (TMM), 2016.
[PDF] [Code] [Cite]
[38]
Spatially Directional Predictive Coding for Block-based Compressive Sensing of Natural Images
Jian Zhang, Debin Zhao, Feng Jiang
IEEE International Conference on Image Processing (ICIP), 2013.
[PDF] [Code] [Cite] [Poster]
[39]
CONCOLOR: COnstrained Non-COnvex LOw-Rank Model for Image Deblocking
Jian Zhang, Ruiqin Xiong, Chen Zhao, Yongbing Zhang, Siwei Ma, Wen Gao
IEEE Transactions on Image Processing (TIP), 2016.
[PDF] [Code] [Cite]
[40]
Wavelet Inpainting Driven Image Compression via Collaborative Sparsity at Low Bit Rates
Chen Zhao, Jian Zhang, Siwei Ma, Wen Gao
IEEE International Conference on Image Processing (ICIP), 2013.
[PDF] [Cite] [Oral]
[41]
Group-Based Sparse Representation for Image Restoration
Jian Zhang, Debin Zhao, Wen Gao
IEEE Transactions on Image Processing (TIP), 2014.
[Project] [PDF] [Code] [Cite] [Highly Cited Paper]
[42]
Structural Group Sparse Representation for Image Compressive Sensing Recovery
Jian Zhang, Debin Zhao, Feng Jiang, Wen Gao
Data Compression Conference (DCC), 2013.
[PDF] [Code] [Cite] [Oral] [Top Conference in Data Compression]
[43]
Image Restoration Using Joint Statistical Modeling in a Space-Transform Domain
Jian Zhang, Debin Zhao, Ruiqin Xiong, Siwei Ma, Wen Gao
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2014.
[PDF] [Code] [Cite] [Featured on Nuit Blanche]
[44]
Improved Total Variation based Image Compressive Sensing Recovery by Nonlocal Regularization
Jian Zhang, Shaohui Liu, Ruiqin Xiong, Siwei Ma, Debin Zhao
IEEE International Symposium on Circuits and Systems (ISCAS), 2013.
[PDF] [Code] [Cite] [Poster]
[45]
Image Compressive Sensing Recovery Using Adaptively Learned Sparsifying Basis via L0 Minimization
Jian Zhang, Chen Zhao, Debin Zhao, Wen Gao
Signal Processing (SP), 2014.
[PDF] [Code] [Cite] [Featured on Nuit Blanche]
[46]
A Highly Effective Error Concealment Method for Whole Frame Loss
Chen Zhao, Siwei Ma, Jian Zhang, Wen Gao
IEEE International Symposium on Circuits and Systems (ISCAS), 2013.
[PDF] [Cite] [Oral]
[47]
Texture Aided Depth Frame Interpolation
Yongbing Zhang, Jian Zhang, Qionghai Dai
Signal Processing: Image Communication (SPIC), 2014.
[PDF] [Cite]
[48]
Compressed Sensing Recovery via Collaborative Sparsity
Jian Zhang, Debin Zhao, Chen Zhao, Ruiqin Xiong, Siwei Ma, Wen Gao
Data Compression Conference (DCC), 2012.
[PDF] [Cite] [Oral] [Top Conference in Data Compression]
[49]
Image Compressive Sensing Recovery via Collaborative Sparsity
Jian Zhang, Debin Zhao, Chen Zhao, Ruiqin Xiong, Siwei Ma, Wen Gao
IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS), 2012.
[PDF] [Code] [Cite]
[50]
Image Super-Resolution via Dual-Dictionary Learning and Sparse Representation
Jian Zhang, Chen Zhao, Ruiqin Xiong, Siwei Ma, Debin Zhao
IEEE International Symposium on Circuits and Systems (ISCAS), 2012.
[PDF] [Code] [Cite] [Poster]
[51]
Interpolation-Dependent Image Downsampling
Yongbing Zhang, Debin Zhao, Jian Zhang, Ruiqin Xiong, Wen Gao
IEEE Transactions on Image Processing (TIP), 2011.
[PDF] [Cite]
[52]
Exploiting Image Local and Nonlocal Consistency for Mixed Gaussian-Impulse Noise Removal
Jian Zhang, Ruiqin Xiong, Chen Zhao, Siwei Ma, Debin Zhao
IEEE International Conference on Multimedia and Expo (ICME), 2012.
[PDF] [Cite] [Poster]
[53]
Image Primitive Coding and Visual Quality Assessment
Jian Zhang, Siwei Ma, Ruiqin Xiong, Debin Zhao, Wen Gao
Pacific-Rim Conference on Multimedia (PCM), 2012.
[PDF] [Cite] [Oral]
[54]
High-Quality Image Interpolation via Local Autoregressive and Nonlocal 3-D Sparse Regularization
Xinwei Gao, Jian Zhang, Feng Jiang, Xiaopeng Fan, Siwei Ma, Debin Zhao
Visual Communications and Image Processing (VCIP), 2012.
[PDF] [Cite] [Oral]
[55]
High-Quality Image Restoration from Partial Random Samples in Spatial Domain
Jian Zhang, Ruiqin Xiong, Siwei Ma, Debin Zhao
Visual Communications and Image Processing (VCIP), 2011.
[PDF] [Cite] [Oral] [Best Paper Award]
[56]
Low Bit-rate Image Coding via Interpolation Oriented Adaptive Down-sampling
Yongbing Zhang, Jian Zhang, Ruiqin Xiong, Debin Zhao, Siwei Ma
Visual Communications and Image Processing (VCIP), 2010.
[PDF] [Cite] [Oral]
[57]
Fast and Effective Interpolation Using Median Filter
Jian Zhang, Siwei Ma, Yongbing Zhang, Debin Zhao
Pacific-Rim Conference on Multimedia (PCM), 2009.
[PDF] [Code] [Cite] [Oral]

Professional Activities | Memberships

  • Member, IEEE
  • Member, CCF

Awards