MIPI 2022 Challenge on Under-Display Camera Image Restoration: Methods and Results. - Ruicheng Feng; Chongyi Li; Shangchen Zhou; Wenxiu Sun; Qingpeng Zhu; Jun Jiang; Qingyu Yang; Chen Change Loy; Jinwei Gu; Yurui Zhu; Xi Wang; Xueyang Fu; et al. (ECCV Workshops (5), 2022)

CNSNet: A Cleanness-Navigated-Shadow Network for Shadow Removal. - Qianhao Yu; Naishan Zheng; Jie Huang 017; Feng Zhao 004 (ECCV Workshops (2), 2022)

Frequency and Spatial Dual Guidance for Image Dehazing. - Hu Yu 001; Naishan Zheng; Man Zhou; Jie Huang 017; Zeyu Xiao; Feng Zhao 004 (ECCV (19), 2022)

Enhancement by Your Aesthetic: An Intelligible Unsupervised Personalized Enhancer for Low-Light Images. - Naishan Zheng; Jie Huang 017; Qi Zhu 010; Man Zhou; Feng Zhao 004; Zheng-Jun Zha (ACM Multimedia, 2022)

Adaptively Learning Low-high Frequency Information Integration for Pan-sharpening. - Man Zhou; Jie Huang 017; Chongyi Li; Hu Yu 001; Keyu Yan; Naishan Zheng; Feng Zhao 004 (ACM Multimedia, 2022)

Learning Semantic Degradation-Aware Guidance for Recognition-Driven Unsupervised Low-Light Image Enhancement. - Naishan Zheng; Jie Huang 017; Man Zhou; Zizheng Yang; Qi Zhu 010; Feng Zhao 004 (AAAI, 2023)

Frequency-consistent Optimization for Image Enhancement Networks. - Bing Li 024; Naishan Zheng; Qi Zhu 010; Jie Huang 017; Feng Zhao 004 (BMVC, 2023)

Learning Sample Relationship for Exposure Correction. - Jie Huang 017; Feng Zhao 004; Man Zhou; Jie Xiao 002; Naishan Zheng; Kaiwen Zheng; Zhiwei Xiong (CVPR, 2023)

NTIRE 2023 Image Shadow Removal Challenge Report. - Florin-Alexandru Vasluianu; Tim Seizinger; Radu Timofte; Shuhao Cui; Junshi Huang; Shuman Tian; Mingyuan Fan 002; Jiaqi Zhang; Li Zhu 003; Xiaoming Wei; Xiaolin Wei; Ziwei Luo; et al. (CVPR Workshops, 2023)

Empowering Low-Light Image Enhancer through Customized Learnable Priors. - Naishan Zheng; Man Zhou; Yanmeng Dong; Xiangyu Rui; Jie Huang 017; Chongyi Li; Feng Zhao 004 (ICCV, 2023)

Learned Image Reasoning Prior Penetrates Deep Unfolding Network for Panchromatic and Multi-Spectral Image Fusion. - Man Zhou; Jie Huang 017; Naishan Zheng; Chongyi Li (ICCV, 2023)

Exploring Temporal Frequency Spectrum in Deep Video Deblurring. - Qi Zhu 010; Man Zhou; Naishan Zheng; Chongyi Li; Jie Huang 017; Feng Zhao 004 (ICCV, 2023)

Learning Non-Uniform-Sampling for Ultra-High-Definition Image Enhancement. - Wei Yu; Qi Zhu 010; Naishan Zheng; Jie Huang 017; Man Zhou; Feng Zhao 004 (ACM Multimedia, 2023)

Rubik's Cube: High-Order Channel Interactions with a Hierarchical Receptive Field. - Naishan Zheng; Man Zhou; Chong Zhou; Chen Change Loy (NeurIPS, 2023)

Training Your Image Restoration Network Better with Random Weight Network as Optimization Function. - Man Zhou; Naishan Zheng; Yuan Xu; Chun-Le Guo; Chongyi Li (NeurIPS, 2023)

FouriDown: Factoring Down-Sampling into Shuffling and Superposing. - Qi Zhu 010; Man Zhou; Jie Huang 017; Naishan Zheng; Hongzhi Gao; Chongyi Li; Yuan Xu; Feng Zhao 004 (NeurIPS, 2023)

Unlocking Masked Autoencoders as Loss Function for Image and Video Restoration. - Man Zhou; Naishan Zheng; Jie Huang 017; Chunle Guo; Chongyi Li (CoRR, 2023)

Random Weights Networks Work as Loss Prior Constraint for Image Restoration. - Man Zhou; Naishan Zheng; Jie Huang 017; Xiangyu Rui; Chunle Guo; Deyu Meng; Chongyi Li; Jinwei Gu (CoRR, 2023)

Singular Regularization with Information Bottleneck Improves Model's Adversarial Robustness. - Guanlin Li; Naishan Zheng; Man Zhou; Jie Zhang 033; Tianwei Zhang 004 (CoRR, 2023)

Unsupervised Underexposed Image Enhancement via Self-Illuminated and Perceptual Guidance. - Naishan Zheng; Jie Huang 017; Feng Zhao 004; Xueyang Fu; Feng Wu 001 (IEEE Trans. Multim., 2023)

Revisiting Spatial-Frequency Information Integration from a Hierarchical Perspective for Panchromatic and Multi-Spectral Image Fusion. - Jiangtong Tan; Jie Huang 017; Naishan Zheng; Man Zhou; Keyu Yan; Danfeng Hong; Feng Zhao 004 (CVPR, 2024)

Probing Synergistic High-Order Interaction in Infrared and Visible Image Fusion. - Naishan Zheng; Man Zhou; Jie Huang 017; Junming Hou; Haoying Li; Yuan Xu; Feng Zhao 004 (CVPR, 2024)

Unsupervised Low-Light Image Enhancement via Spectral Consistency. - Bing Li 024; Wei Yu; Naishan Zheng; Jie Huang 017; Feng Zhao 004 (ICPR (22), 2024)

Linearly-evolved Transformer for Pan-sharpening. - Junming Hou; Zihan Cao; Naishan Zheng; Xuan Li; Xiaoyu Chen; Xinyang Liu; Xiaofeng Cong; Danfeng Hong; Man Zhou (ACM Multimedia, 2024)

Frequency Integration and Spatial Compensation Network for infrared and visible image fusion. - Naishan Zheng; Man Zhou; Jie Huang 017; Feng Zhao 004 (Inf. Fusion, 2024)

IRVR: A General Image Restoration Framework for Visual Recognition. - Zizheng Yang; Jie Huang 017; Man Zhou; Naishan Zheng; Feng Zhao 004 (IEEE Trans. Multim., 2024)

Learning Spatio-Temporal Sharpness Map for Video Deblurring. - Qi Zhu 010; Naishan Zheng; Jie Huang 017; Man Zhou; Jinghao Zhang; Feng Zhao 004 (IEEE Trans. Circuits Syst. Video Technol., 2024)

Navigating Image Restoration with VAR's Distribution Alignment Prior. - Siyang Wang; Naishan Zheng; Jie Huang; Feng Zhao (CVPR, 2025)

Cleanness-navigated-contamination network: A unified framework for recovering regional degradation. - Qianhao Yu; Naishan Zheng; Jie Huang 017; Feng Zhao 004 (Comput. Vis. Image Underst., 2025)

Probing Synergistic High-Order Interaction for Multi-Modal Image Fusion. - Man Zhou; Naishan Zheng; Xuanhua He; Danfeng Hong; Jocelyn Chanussot (IEEE Trans. Pattern Anal. Mach. Intell., 2025)