I am currently a third-year Ph.D. candidate in the School of Computer Science and Engineering, IMAG, Nanjing University of Science and Technology, advised by Prof. Jinshan Pan. Before that, I received my B.E. and M.S. degree from School of Information Engineering, Guangdong University of Technology (GDUT), advised by Prof. Zhijing Yang. I also collaborate with Dr. Yukai Shi from GDUT and Xiang Chen from IMAG closely.
Research interest: image/video restoration (e.g. denoising/super-resolution), out-of-distribution, semi-supervised learning.
Never stop looking for collaboration, kindly contact me via email.
π₯ News
- 2024.04: β‘β‘One paper about universal image restoration was released on arxiv. Welcome to visit our project page.
- 2024.08: β‘β‘One paper about effcient video super-resolution was released on arxiv.
- 2024.04: β‘β‘One paper about video super-resolution was released on arxiv.
- 2023.03: ππ Our paper about image deraining was selected as a highlight at CVPR 2023, congrats to Xiang.
- 2022.12: ππ One paper about virtual try-on was accpeted by IEEE TMM, congrats to Junyang.
- 2022.11: ππ One paper about image deraining was accpeted by AAAI 2023 (Oral), congrats to Xiang.
- 2022.08: ππ One paper about real world image denosing was accpeted by KBS [pdf], and the training code was released in DnSwin.
- 2022.07: ππ One paper about comparative Learning for super-resolution was accpeted by IEEE TCSVT [pdf], and the testing code was released in RealSR-CCL.
- 2022.06: ππ One paper about real world super-resolution was accpeted by IEEE TMM [pdf], and the training code was released in RWSR-EDL.
π Publications
($*$ equal contribution, # corresponding author)
Preprint
- FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration
Hao Li*, Xiang Chen*, Jiangxin Dong, Jinhui Tang, Jinshan Pan
arxiv, 2024. [project] [paper] [supplemental material] - Cascaded Temporal Updating Network for Efficient Video Super-Resolution
Hao Li, Jiangxin Dong, Jinshan Pan
arxiv, 2024. [arxiv] - Collaborative Feedback Discriminative Propagation for Video Super-Resolution
Hao Li, Xiang Chen, Jiangxin Dong, Jinhui Tang, Jinshan Pan
arxiv, 2024. [arxiv] [code]
Conference
Image Deraining
- Learning A Sparse Transformer Network for Effective Image Deraining (Highlight)
Xiang Chen, Hao Li, Mingqiang Li, Jinshan Pan
CVPR, 2023. [pdf] [arxiv] [code] - Hybrid CNN-Transformer Feature Fusion for Single Image Deraining (Oral)
Xiang Chen, Jinshan Pan, Jiyang Lu, Zhentao Fan, Hao Li
AAAI, 2023. [pdf] [code]
Journal
Image Super-Resolution
- Real-World Image Super-Resolution by Exclusionary Dual-Learning
Hao Li, Jinghui Qin, Yukai Shi, Zhijing Yang, Pengxu Wei, Jinshan Pan, Liang Lin
IEEE Transactions on Multimedia (T-MM), 2022. [arxiv] [IEEE] [code] - Criteria Comparative Learning for Real-scene Image Super-Resolution
Yukai Shi*, Hao Li*, Sen Zhang, Zhijing Yang, Xiao Wang
IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), 2022. [arxiv] [IEEE] [RealSR-Zero dataset] [code] - Progressive Representation Recalibration for Lightweight Super-resolution
Ruimian Wen, Zhijing Yang, Tianshui Chen, Hao Li, Kai Li
Neurocomputing, 2022. [pdf] [code]
Image Denoising
- DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-Transformer
Hao Li, Zhijing Yang, Xiaobin Hong, Yukai Shi, Junyang Chen, Jinshan Pan
Knowledge-Based Systems (KBS), 2022. [arxiv] [pdf] [code]
Virtual Try-on
- OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided Mixup
Zhijing Yang, Junyang Chen, Yukai Shi, Hao Li, Tianshui Chen, Liang Lin
IEEE Transactions on Multimedia (T-MM), 2022. [IEEE] [code]
π Honors and Awards
- 2022.06 Excellent Thesis, GDUT.
- 2022.06 Excellent Graduate Student, GDUT.
- 2019.12 The First Class Scholarship, GDUT.
- 2019.06 Excellent Graduate Student, GDUT.
- 2018.10 Postgraduate Recommendation for GDUT.
β‘ Projects
Image Denoisng
- Collecting image denoising related papers, datasets, especially real-world image denoising on Github: Awesome-Image-Denoising
π Educations
- 2022.09 - ~, Ph.D., School of Computer Science and Engineering, Nanjing University of Science and Technology, Advisor: Prof. Jinshan Pan.
- 2019.09 - 2022.06, Master, School of Information Engineering, Guangdong University of Technology, Advisor: Prof. Zhijing Yang.
- 2015.09 - 2019.06, Undergraduate, School of Information Engineering, Guangdong University of Technology.
π« Academic Services
Conference Reviewer
- CVPR 2023, 2024
- ICCV 2023
- ECCV 2022, 2024
- AAAI 2023, 2024, 2025
Journal Reviewer
- IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI)
- IEEE Transactions on Image Processing (T-IP)
- IEEE Transactions on Multimedia (T-MM)
- IEEE Transactions on Neural Network and Learning System (T-NNLS)
- Pattern Recognition (PR)
- Computer Vision and Image Understanding (CVIU)
- The Visual Computer (TVCJ)
π― Cooperation and Communication
- NJUST: Xiang Chen, Long Sun, Haoran Bai, Junyang Chen
- GDUT: Dr. Yukai Shi
Thanks for RayeRenβs open-sourced template project AcadHomepage .