Assistant Professor
Visual-Information Intelligent Learning LAB (VILLA)
School of Electronic and Computer Engineering
Shenzhen Graduate School
|
Peking University
Shenzhen, Guangdong, China
Email: zhangjian.sz@pku.edu.cn
Homepage: https://jianzhang.tech [Chinese Version]
Recent News
- 2024/11 - 1 paper accepted to TPAMI!
- 2024/10 - 1 paper accepted to IJCV!
- 2024/09 - 4 papers accepted to NeurIPS 2024!
- 2024/07 - 1 paper accepted to IJCV!
- 2024/07 - 2 papers accepted to ACM MM 2024!
- 2024/07 - 1 paper accepted to ECCV 2024!
- 2024/06 - 1 paper accepted to Commun Eng!
- 2024/05 - 2 papers accepted to TCSVT!
- 2024/04 - 1 paper accepted to TPAMI!
- 2024/02 - 6 papers accepted to CVPR 2024!
- 2024/01 - 2 papers accepted to ICLR 2024!
- 2023/12 - 3 papers accepted to AAAI 2024!
- 2023/11 - 1 paper accepted to TPAMI!
- 2023/10 - 1 paper accepted to TMM!
- 2023/09 - 1 paper accepted to NeurIPS 2023!
- 2023/08 - 1 paper accepted to TIM!
- 2023/07 - 3 papers accepted to ICCV 2023!
Biography
Dr. Jian Zhang is an Assistant Professor (Ph.D. Supervisor) at 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).
He received the B.S. degree from the Department of Mathematics, Harbin Institute of Technology (HIT), Harbin, China, in 2007, and received his M.Eng. and Ph.D. degrees (under the supervision of Prof. Debin Zhao) from the School of Computer Science and Technology, HIT, in 2009 and 2014, respectively. From 2014 to 2018, he worked as a postdoctoral researcher at Peking University (PKU) (cooperated with Prof. Wen Gao) and King Abdullah University of Science and Technology (KAUST) (cooperated with Prof. Bernard Ghanem).
His research interest focuses on intelligent multimedia processing, including low-level vision, AI-generated content (AIGC) and security. He has published over 100 technical articles in refereed international journals and proceedings, with more than 9700 citations [Google Scholar]. In teaching, he won the first prize in the 23rd Young Teachers’ Teaching Basic Skills Competition at Peking University (as well as the best teaching demonstration prize and the most popular prize among students), the honorary title of “Excellent Class Teacher” at Peking University. In research, he won the 2011 Best Paper Award of IEEE International Conference on Visual Communication and Image Processing (VCIP), the 2015 Best Student Paper Award of the International Conference, the 2018 Best Paper Award of IEEE MultiMedia, and the ChinaMM 2021 Best Paper Award, Shenzhen Science and Technology Association, won the 2021 Excellent Natural Science Academic Paper Award (16 in total, the only one in the information field) and the 2023 China Artificial Intelligence Society-Huawei MindSpore Academic Award Fund Project Excellence Award. With ByteDance, he won the “NTIRE 2023 Global Challenge Panoramic Image Super-resolution Track” championship and was selected as the “Top 2% Scientists in the World” list by Stanford University for five consecutive years. In service, he is the director of the Youth Working Committee of Shenzhen Artificial Intelligence Society, the director of Guangdong Image and Graphics Society, the member of the Youth Working Committee of China Image and Graphics Society, and the executive member of the Seminar for Young Scholars in Vision and Learning (VALSE). At the same time, he serves on the editorial board of international journals such as Journal of Visual Communication and Image Representation, Signal, Image and Video Processing, CAAI Transactions on Intelligence Technology, etc.
The representative works mainly include: 1) GSR puts forward the sparse representation model and theory of image structure groups, which broke through the limitation that the previous block sparse representation model was only partially dependent, and was selected as a highly cited paper of ESI, with more than 800 citations, and was rated as one of the representative works based on sparse representation in the field of image reconstruction by many experts and scholars; 2) ISTA-Net puts forward the theory of using structured deep neural network to solve the optimization reconstruction problem, and designs a deep unfolding network inspired by iterative soft threshold algorithm, which is both interpretable and structural, greatly improving the efficiency and performance of image reconstruction, and has become the most representative work in this field, with more than 1200 citations; 3) The representative work T2I-Adapter won more than 3400 stars on GitHub less than half a year after its launch and has been combined by Stability AI, a unicorn company in the AIGC field, with its flagship model StableDiffusionXL, and used in the graffiti generation product Stable Doodle . In cooperation with Hugging Face, the T2I-Adapter-SDXL model was first developed and launched in the community, with over 2 million downloads.
Research Areas
- AI-based low-level vision and computational imaging
- AI-generated content (AIGC) and security
Selected Projects
Selected Publications
preprint
2024 (1 Nature Commun Eng, 3 TPAMI, 2 IJCV, 2 TCSVT, 4 NeurIPS, 6 CVPR, 1 ECCV, 2 ICLR, 2 ACM MM, 3 AAAI)
Bin Chen, Jian Zhang
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024.
[Cite]
Qiankun Gao, Jiarui Meng, Chengxiang Wen, Jie Chen, Jian Zhang
Advances in Neural Information Processing Systems (NeurIPS), 2024.
[Cite]
Yanmin Wu, Jiarui Meng, Haijie Li, Chenming Wu, Yahao Shi, Xinhua Cheng, Chen Zhao, Haocheng Feng, Errui Ding, Jingdong Wang, Jian Zhang
Advances in Neural Information Processing Systems (NeurIPS), 2024.
[Project] [PDF] [Cite]
2023 (3 IJCV, 1 SPM, 2 TIP, 1 TRO, 1 TMM, 1 TIM, 1 TCSVT; 4 CVPR, 4 AAAI, 1 ICLR, 1 IJCAI, 3 ICCV, 1 NeurIPS)
2022 (1 TPAMI, 2 TNNLS, 2 TIP, 2 TCSVT, 2 TMM, 2 JSTSP; 3 CVPR, 2 ECCV, 2 ACM MM, 2 AAAI, 1 MICCAI)
Before 2022 (11 TIP, 1 TOG, 4 TMM, 5 TCSVT; 3 CVPR, 3 ICCV, 1 NeurIPS, 10 DCC, 2 ACM MM)
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]
Professional Activities | Reviewers
- IEEE Signal Processing Letter
- IEEE Transactions on Circuits System and Video Technology
- IEEE Transactions on Image Processing
- IEEE Transactions on Medical Imaging
- IEEE Transactions on Multimedia
- IEEE Transactions on Pattern Analysis and Machine Intelligence
- IEEE Transactions on Signal Processing
- Scientific Reports
- Signal Processing
- CVPR, ECCV, ICML, NIPS, ICLR
Professional Activities | Journal Impact Factor (IF) 2022
- IEEE Transactions on Pattern Analysis and Machine Intelligence (IF: 24.314)
- IEEE Signal Processing Magazine (IF: 15.204)
- International Journal of Computer Vision (13.369)
- IEEE Transactions on Image Processing (IF: 11.041)
- IEEE Transactions on Neural Networks and Learning Systems (IF: 14.255)
- IEEE Transactions on Cybernetics (IF: 19.118)
- IEEE Transactions on Systems, Man, and Cybernetics: Systems (IF: 11.471)
- IEEE Transactions on Multimedia (IF: 8.182)
- ACM Transactions on Graphics (IF: 7.403)
- IEEE Journal of Selected Topics in Signal Processing (IF: 7.695)
- IEEE Journal on Emerging and Selected Topics in Circuits and Systems (IF: 5.877)
- IEEE Transactions on Circuits System and Video Technology (IF: 5.859)
Professional Activities | Memberships
- Member, IEEE
- Member, CCF
- Member, CAAI
Awards
- First Prize in the 23rd Young Teachers’ Teaching Basic Skills Competition at Peking University (2023)
- Best Paper Award (ChinaMM) 2021
- Selected in the list of “Single Year Impact” of the top 2% scientists in the world in 2020, 2021, 2022
- Best Paper Award (IEEE MultiMedia) 2018
- Best Student Paper Award at IEEE Visual Communications and Image Processing (VCIP) 2015
- Excellent Ph.D. Thesis Award, Harbin Section, ACM China 2015
- Excellent Ph.D. Thesis Award, Harbin Institute of Technology 2015
- Best Student Paper Award in School of Computer Science and Technology (HIT) 2013
- National Scholarship, Harbin Institute of Technology (HIT) 2012
- Outstanding Individual Award in NELVT (2012)
- Best Student Paper Award in School of Computer Science and Technology (HIT) 2012
- First Prize of Qualcomm Innovation Fellowship (QInF) 2012
- Outstanding Individual Award in NELVT (2011)
- Best Paper Award at IEEE Visual Communications and Image Processing (VCIP) 2011