Robust Projective Low-Rank and Sparse Representation by Robust Dictionary Learning. - Jiahuan Ren; Zhao Zhang 001; Sheng Li 001; Guangcan Liu; Meng Wang 001; Shuicheng Yan (ICPR, 2018)

Robust Subspace Discovery by Block-diagonal Adaptive Locality-constrained Representation. - Zhao Zhang 001; Jiahuan Ren; Sheng Li 001; Richang Hong; Zhengjun Zha; Meng Wang 001 (ACM Multimedia, 2019)

Deep Latent Low-Rank Fusion Network for Progressive Subspace Discovery. - Zhao Zhang 001; Jiahuan Ren; Zheng Zhang 006; Guangcan Liu (IJCAI, 2020)

Joint Subspace Recovery and Enhanced Locality Driven Robust Flexible Discriminative Dictionary Learning. - Zhao Zhang 001; Jiahuan Ren; Weiming Jiang; Zheng Zhang 006; Richang Hong; Shuicheng Yan; Meng Wang 001 (IEEE Trans. Circuits Syst. Video Technol., 2020)

Learning Hybrid Representation by Robust Dictionary Learning in Factorized Compressed Space. - Jiahuan Ren; Zhao Zhang 001; Sheng Li 001; Yang Wang 023; Guangcan Liu; Shuicheng Yan; Meng Wang 001 (IEEE Trans. Image Process., 2020)

Robust Low-rank Deep Feature Recovery in CNNs: Toward Low Information Loss and Fast Convergence. - Jiahuan Ren; Zhao Zhang 001; Jicong Fan 001; Haijun Zhang 002; Mingliang Xu 001; Meng Wang 001 (ICDM, 2021)

DLRF-Net: A Progressive Deep Latent Low-Rank Fusion Network for Hierarchical Subspace Discovery. - Zhao Zhang 001; Jiahuan Ren; Haijun Zhang 002; Zheng Zhang 006; Guangcan Liu; Shuicheng Yan (ACM Trans. Multim. Comput. Commun. Appl., 2021)

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)

Robust Low-Rank Convolution Network for Image Denoising. - Jiahuan Ren; Zhao Zhang 001; Richang Hong; Mingliang Xu 001; Haijun Zhang 002; Mingbo Zhao; Meng Wang 001 (ACM Multimedia, 2022)

Seeing Through The Noisy Dark: Toward Real-world Low-Light Image Enhancement and Denoising. - Jiahuan Ren; Zhao Zhang 001; Richang Hong; Mingliang Xu 001; Yi Yang 001; Shuicheng Yan (CoRR, 2022)

MIPI 2023 Challenge on Nighttime Flare Removal: Methods and Results. - Yuekun Dai; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Qingpeng Zhu; Qianhui Sun 002; Wenxiu Sun; Chen Change Loy; Jinwei Gu; Shuai Liu 009; Hao Wang 073; Chaoyu Feng; et al. (CVPR Workshops, 2023)

NTIRE 2023 Challenge on Image Denoising: Methods and Results. - Yawei Li 001; Yulun Zhang 001; Radu Timofte; Luc Van Gool; Zhijun Tu; Kunpeng Du; Hailing Wang; Hanting Chen; Wei Li 002; Xiaofei Wang; Jie Hu 021; Yunhe Wang 001; et al. (CVPR Workshops, 2023)

NTIRE 2023 Challenge on Efficient Super-Resolution: Methods and Results. - Yawei Li 001; Yulun Zhang 001; Radu Timofte; Luc Van Gool; Lei Yu; Youwei Li; Xinpeng Li 002; Ting Jiang; Qi Wu 017; Mingyan Han; Wenjie Lin; Chengzhi Jiang; et al. (CVPR Workshops, 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)

NTIRE 2023 Challenge on Image Super-Resolution (×4): Methods and Results. - Yulun Zhang 001; Kai Zhang 008; Zheng Chen 014; Yawei Li 001; Radu Timofte; Junpei Zhang; Kexin Zhang 003; Rui Peng; Yanbiao Ma; Licheng Jia; Huaibo Huang; Xiaoqiang Zhou; et al. (CVPR Workshops, 2023)

Adaptive Student Inference Network for Efficient Single Image Super-Resolution. - Kang Miao; Zhao Zhang 001; Jiahuan Ren; Mingbo Zhao; Haijun Zhang 002; Richang Hong (ICDM, 2023)

Clarity ChatGPT: An Interactive and Adaptive Processing System for Image Restoration and Enhancement. - Yanyan Wei; Zhao Zhang 001; Jiahuan Ren; Xiaogang Xu 002; Richang Hong; Yi Yang 001; Shuicheng Yan; Meng Wang 001 (CoRR, 2023)

Robust and fast low-rank deep convolutional feature recovery: toward information retention and accelerated convergence. - Jiahuan Ren; Zhao Zhang 001; Jicong Fan 001; Haijun Zhang 002; Mingliang Xu 001; Meng Wang 001 (Knowl. Inf. Syst., 2023)

Dual Cross-Stage Partial Learning for Detecting Objects in Dehazed Images. - Jinbiao Zhao 001; Zhao Zhang 001; Jiahuan Ren; Haijun Zhang 002; Zhongqiu Zhao; Meng Wang 001 (ICDM, 2024)

GT-Rain Single Image Deraining Challenge Report. - Howard Zhang; Yunhao Ba; Ethan Yang; Rishi Upadhyay; Alex Wong 001; Achuta Kadambi; Yun Guo; Xueyao Xiao; Xiaoxiong Wang; Yi Li 033; Yi Chang 002; Luxin Yan; et al. (CoRR, 2024)

When low-light meets flares: Towards Synchronous Flare Removal and Brightness Enhancement. - Jiahuan Ren; Zhao Zhang 001; Suiyi Zhao; Jicong Fan 001; Zhongqiu Zhao; Yang Zhao 002; Richang Hong; Meng Wang 001 (Neural Networks, 2025)