Man Zhou   周满

Research Fellow


Email: manman@mail.ustc.edu.cn;

定制化底层视觉基础框架和理论研究 [PPT-updating]

定制化底层视觉基础框架和理论研究 (最新版) [New]

Man Zhou

Biography

My research philosophy is to promote the development of customized low-level vision, so that the low-level vision can become the real low-level vision, rather than the follower of others. My current research interests span computer vision and machine learning with a series of topics, such as vision theory, and remote sensing image processing.

Selected publication

[.>>] Deep Fourier Up-sampling.
[Code][PDF][BibTex]

Man Zhou, Hu Yu, Keyu Yan, Deyu Meng, Jinwei Gu, Chen Chang Loy, Chongyi Li.

Customized up-sampling meta-operator (定制化基础算子-傅里叶上采样).

Advances in Neural Information Processing Systems ( NeurIPS), 2022.

[.>>] Exploring Temporal Frequency Spectrum in Deep Video Deblurring.

Customized video meta-framework (定制化视频基础架构-傅里叶).

Qi Zhu, Man Zhou .

International Conference on Computer Vision (ICCV), 2023.

[.>>] Spatial-Frequency Domain Information Integration for Pan-sharpening.
[Code][PDF][BibTex]

Customized multi-modal meta-framework (定制化多模态框架).

Man Zhou, Keyu Yan, Hu Yu, Xueyang Fu, Aiping Liu, Xian Wei, Feng Zhao.

European Conference on Computer Vision ( ECCV ), 2022.

[.>>] Exploring Fourier Prior for Single Image Rain Removal.
[PDF][BibTex]

Xin Guo, Xueyang Fu, Man Zhou, Zhen Huang, Jialun Peng, Zhengjun Zha.

International Joint Conference on Artificial Intelligence ( IJCAI ), 2022.

Vision theory (自然图像)

[.>>] Image De-raining via Continual Learning.
[Code][PDF][BibTex]

the first continual learning-based image restoration work (第一篇连续学习底层图像处理文章).

Man Zhou, Jie Xiao, Yifan Chang, Xueyang Fu, Aiping Liu, Jinshan Pan, Zheng-Jun Zha.

IEEE Conference on Computer Vision and Pattern Recognition ( CVPR ), 2021.

[.>>] Improving De-raining Generalization via Neural Reorganization.
[Code][PDF][BibTex]

introducing brained-inspired mechanism into image processing/restoration field (神经生物学:大脑记忆机制引入底层图像处理).

Jie Xiao, Man Zhou , Xueyang Fu, Aiping Liu, Zheng-Jun Zha.

International Conference on Computer Vision ( ICCV ), 2021.

[.>>] Memory-augmented Deep Unfolding Network for Guided Image Super-resolution.
[Code][PDF][BibTex]

Information flow orthogonal to memory flow (记忆流与信号流正交).

Man Zhou, Keyu Yan, Jinshan Pan, Wenqi Ren, Qi Xie, Xiangyong Cao

International Journal of Computer Vision ( IJCV ), 2022.

[.>>] Unfolding Taylor’s Approximations for Image Restoration.
[Code][PDF][BibTex]

Customized meta-framework- a novel image processing/restoration framework (定制化基础框架-泰勒展开-新的图像处理框架).

Man Zhou, Zeyu Xiao, Xueyang Fu, Aiping Liu, Gang Yang, Zhiwei Xiong.

Thirty-fifth Conference on Neural Information Processing Systems ( NeurIPS ), 2021.

[.>>] Image De-raining via Continual Learning.
[Code][PDF][BibTex]

the first continual learning-based image restoration work (第一篇连续学习底层图像处理文章).

Man Zhou, Jie Xiao, Yifan Chang, Xueyang Fu, Aiping Liu, Jinshan Pan, Zheng-Jun Zha.

IEEE Conference on Computer Vision and Pattern Recognition ( CVPR ), 2021.

[.>>] Learning Semantic Degradation-Aware Guidance for Recognition-Driven Unsupervised Low-Light Image Enhancement.

Customized low-for-high meta-framework (定制化 Low for High 框架).

Naishan Zheng, Man Zhou , Zizheng Yang,Qi Zhu,Feng Zhao

Thirty-Seventh AAAI Conference on Artificial Intelligence ( AAAI ), 2023.

[.>>] Random Shuffle Transformer for Image Restoration.

Jie Xiao, Xueyang Fu, Man Zhou, Hongjian Liu, Zhengjun Zha.

( ICML ), 2023.

[.>>] Improving De-raining Generalization via Neural Reorganization.
[Code][PDF][BibTex]

introducing brained-inspired mechanism into image processing/restoration field (神经生物学:大脑记忆机制引入底层图像处理).

Jie Xiao, Man Zhou , Xueyang Fu, Aiping Liu, Zheng-Jun Zha.

International Conference on Computer Vision ( ICCV ), 2021.

Remote sensing (遥感)

[.>>] Mutual Information-driven Pan-sharpening.
[Code][PDF][BibTex]

Customized meta-framework by information theory (定制化多模态基础框架-信息论).

Man Zhou, Keyu Yan, Xueyang Fu, Jie Huang, Zihe Yang, Feng Zhao.

IEEE Conference on Computer Vision and Pattern Recognition ( CVPR ), 2022.

[.>>] Memory-augmented Deep Unfolding Network for Guided Image Super-resolution.
[Code][PDF][BibTex]

Information flow orthogonal to memory flow (记忆流与信号流正交).

Man Zhou, Keyu Yan, Jinshan Pan, Wenqi Ren, Qi Xie, Xiangyong Cao

International Journal of Computer Vision ( IJCV ), 2022.

[.>>] Spatial-Frequency Domain Information Integration for Pan-sharpening.
[Code][PDF][BibTex]

Customized multi-modal meta-framework (定制化多模态框架).

Man Zhou, Keyu Yan, Hu Yu, Xueyang Fu, Aiping Liu, Xian Wei, Feng Zhao

European Conference on Computer Vision ( ECCV ), 2022.

Academic Experience:Reviewer

Journal Reviewers: TPAMI, IJCV, TNNLS, TGRS, Neurocomputing, etc.
Conference PC/Reviewers: CVPR, ECCV, AAAI, ICCV, NeurIPS, ICML, etc.