Image super-resolution based on dictionary learning and anchored neighborhood regression with mutual incoherence. - Yulun Zhang 001; Kaiyu Gu; Yongbing Zhang 002; Jian Zhang 018; Qionghai Dai (ICIP, 2015)

Single depth image super resolution via a dual sparsity model. - Yulun Zhang 001; Yongbing Zhang 002; Qionghai Dai (ICME Workshops, 2015)

Single Image Super-Resolution via Iterative Collaborative Representation. - Yulun Zhang 001; Yongbing Zhang 002; Jian Zhang 018; Haoqian Wang; Qionghai Dai (PCM (2), 2015)

Adaptive local nonparametric regression for fast single image super-resolution. - Yulun Zhang 001; Yongbing Zhang 002; Jian Zhang 018; Haoqian Wang; Xingzheng Wang; Qionghai Dai (VCIP, 2015)

Single image super-resolution via projective dictionary learning with anchored neighborhood regression. - Yihui Feng; Yongbing Zhang 002; Yulun Zhang 001; Tao Shen; Qionghai Dai (VCIP, 2016)

Decompressed video enhancement via accurate regression prior. - Tao Shen; Yulun Zhang 001; Yongbing Zhang 002; Xingzheng Wang; Haoqian Wang; Qionghai Dai (VCIP, 2016)

CCR: Clustering and Collaborative Representation for Fast Single Image Super-Resolution. - Yongbing Zhang 002; Yulun Zhang 001; Jian Zhang 018; Qionghai Dai (IEEE Trans. Multim., 2016)

NTIRE 2017 Challenge on Single Image Super-Resolution: Methods and Results. - Radu Timofte; Eirikur Agustsson; Luc Van Gool; Ming-Hsuan Yang 001; Lei Zhang 006; Bee Lim; Sanghyun Son 002; Heewon Kim; Seungjun Nah; Kyoung Mu Lee; Xintao Wang 002; Yapeng Tian; et al. (CVPR Workshops, 2017)

Exponential decay sine wave learning rate for fast deep neural network training. - Wangpeng An; Haoqian Wang; Yulun Zhang 001; Qionghai Dai (VCIP, 2017)

Residual Dense Network for Image Super-Resolution. - Yulun Zhang 001; Yapeng Tian; Yu Kong 001; Bineng Zhong; Yun Fu 001 (CVPR, 2018)

Image Super-Resolution Using Very Deep Residual Channel Attention Networks. - Yulun Zhang 001; Kunpeng Li; Kai Li 012; Lichen Wang; Bineng Zhong; Yun Fu 001 (ECCV (7), 2018)

Support Neighbor Loss for Person Re-Identification. - Kai Li 012; Zhengming Ding; Kunpeng Li; Yulun Zhang 001; Yun Fu 001 (ACM Multimedia, 2018)

NTIRE 2019 Challenge on Video Super-Resolution: Methods and Results. - Seungjun Nah; Radu Timofte; Shuhang Gu; Sungyong Baik; Seokil Hong; Gyeongsik Moon; Sanghyun Son 002; Kyoung Mu Lee; Xintao Wang 002; Kelvin C. K. Chan; Ke Yu; Chao Dong 005; et al. (CVPR Workshops, 2019)

Visual Semantic Reasoning for Image-Text Matching. - Kunpeng Li; Yulun Zhang 001; Kai Li 012; Yuanyuan Li; Yun Fu 001 (ICCV, 2019)

Attention Bridging Network for Knowledge Transfer. - Kunpeng Li; Yulun Zhang 001; Kai Li 012; Yuanyuan Li; Yun Fu 001 (ICCV, 2019)

Multimodal Style Transfer via Graph Cuts. - Yulun Zhang 001; Chen Fang; Yilin Wang 002; Zhaowen Wang; Zhe Lin 001; Yun Fu 001; Jimei Yang (ICCV, 2019)

Generatively Inferential Co-Training for Unsupervised Domain Adaptation. - Can Qin; Lichen Wang; Yulun Zhang 001; Yun Fu 001 (ICCV Workshops, 2019)

Residual Non-local Attention Networks for Image Restoration. - Yulun Zhang 001; Kunpeng Li; Kai Li 012; Bineng Zhong; Yun Fu 001 (ICLR (Poster), 2019)

LRDNN: Local-refining based Deep Neural Network for Person Re-Identification with Attribute Discerning. - Qinqin Zhou 001; Bineng Zhong; Xiangyuan Lan; Gan Sun; Yulun Zhang 001; Mengran Gou (IJCAI, 2019)

Texture Hallucination for Large-Scale Painting Super-Resolution. - Yulun Zhang 001; Zhifei Zhang; Stephen DiVerdi; Zhaowen Wang; Jose Echevarria; Yun Fu 001 (CoRR, 2019)

Channel Splitting Network for Single MR Image Super-Resolution. - Xiaole Zhao; Yulun Zhang 001; Tao Zhang 080; Xueming Zou (IEEE Trans. Image Process., 2019)

Hierarchical Tracking by Reinforcement Learning-Based Searching and Coarse-to-Fine Verifying. - Bineng Zhong; Bing Bai; Jun Li 027; Yulun Zhang 001; Yun Fu 001 (IEEE Trans. Image Process., 2019)

Deep Alignment Network Based Multi-Person Tracking With Occlusion and Motion Reasoning. - Qinqin Zhou 001; Bineng Zhong; Yulun Zhang 001; Jun Li 027; Yun Fu 001 (IEEE Trans. Multim., 2019)

Collaborative Representation Cascade for Single-Image Super-Resolution. - Yongbing Zhang 002; Yulun Zhang 001; Jian Zhang 018; Dong Xu 001; Yun Fu 001; Yisen Wang 001; Xiangyang Ji; Qionghai Dai (IEEE Trans. Syst. Man Cybern. Syst., 2019)

Joint Super-Resolution and Alignment of Tiny Faces. - Yu Yin 001; Joseph P. Robinson; Yulun Zhang 001; Yun Fu 001 (AAAI, 2020)

Adversarial Feature Hallucination Networks for Few-Shot Learning. - Kai Li 012; Yulun Zhang 001; Kunpeng Li; Yun Fu 001 (CVPR, 2020)

TDAN: Temporally-Deformable Alignment Network for Video Super-Resolution. - Yapeng Tian; Yulun Zhang 001; Yun Fu 001; Chenliang Xu (CVPR, 2020)

Zooming Slow-Mo: Fast and Accurate One-Stage Space-Time Video Super-Resolution. - Xiaoyu Xiang; Yapeng Tian; Yulun Zhang 001; Yun Fu 001; Jan P. Allebach; Chenliang Xu (CVPR, 2020)

LatticeNet: Towards Lightweight Image Super-Resolution with Lattice Block. - Xiaotong Luo; Yuan Xie 006; Yulun Zhang 001; Yanyun Qu; Cuihua Li; Yun Fu 001 (ECCV (22), 2020)

Texture Hallucination for Large-Factor Painting Super-Resolution. - Yulun Zhang 001; Zhifei Zhang; Stephen DiVerdi; Zhaowen Wang; Jose Echevarria; Yun Fu 001 (ECCV (7), 2020)

Neural Sparse Representation for Image Restoration. - Yuchen Fan; Jiahui Yu; Yiqun Mei; Yulun Zhang 001; Yun Fu 001; Ding Liu 001; Thomas S. Huang (NeurIPS, 2020)

Pyramid Attention Networks for Image Restoration. - Yiqun Mei; Yuchen Fan; Yulun Zhang 001; Jiahui Yu; Yuqian Zhou; Ding Liu 001; Yun Fu 001; Thomas S. Huang; Humphrey Shi (CoRR, 2020)

Fine-Grained Spatial Alignment Model for Person Re-Identification With Focal Triplet Loss. - Qinqin Zhou 001; Bineng Zhong; Xiangyuan Lan; Gan Sun; Yulun Zhang 001; Baochang Zhang 001; Rongrong Ji (IEEE Trans. Image Process., 2020)

Pseudo 3D Auto-Correlation Network for Real Image Denoising. - Xiaowan Hu; Ruijun Ma 001; Zhihong Liu; Yuanhao Cai; Xiaole Zhao; Yulun Zhang 001; Haoqian Wang (CVPR, 2021)

MR Image Super-Resolution With Squeeze and Excitation Reasoning Attention Network. - Yulun Zhang 001; Kai Li 012; Kunpeng Li; Yun Fu 001 (CVPR, 2021)

ECACL: A Holistic Framework for Semi-Supervised Domain Adaptation. - Kai Li 012; Chang Liu 022; Handong Zhao; Yulun Zhang 001; Yun Fu 001 (ICCV, 2021)

Dynamic High-Pass Filtering and Multi-Spectral Attention for Image Super-Resolution. - Salma Abdel Magid; Yulun Zhang 001; Donglai Wei 001; Won-Dong Jang; Zudi Lin; Yun Fu 001; Hanspeter Pfister (ICCV, 2021)

Context Reasoning Attention Network for Image Super-Resolution. - Yulun Zhang 001; Donglai Wei 001; Can Qin; Huan Wang 014; Hanspeter Pfister; Yun Fu 001 (ICCV, 2021)

Neural Pruning via Growing Regularization. - Huan Wang 014; Can Qin; Yulun Zhang 001; Yun Fu 001 (ICLR, 2021)

Pyramid Orthogonal Attention Network based on Dual Self-Similarity for Accurate Mr Image Super-Resolution. - Xiaowan Hu; Haoqian Wang; Yuanhao Cai; Xiaole Zhao; Yulun Zhang 001 (ICME, 2021)

Multi-Scale Selective Feedback Network with Dual Loss for Real Image Denoising. - Xiaowan Hu; Yuanhao Cai; Zhihong Liu; Haoqian Wang; Yulun Zhang 001 (IJCAI, 2021)

Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training. - Yuanhao Cai; Xiaowan Hu; Haoqian Wang; Yulun Zhang 001; Hanspeter Pfister; Donglai Wei 001 (NeurIPS, 2021)

Slow Learning and Fast Inference: Efficient Graph Similarity Computation via Knowledge Distillation. - Can Qin; Handong Zhao; Lichen Wang; Huan Wang 014; Yulun Zhang 001; Yun Fu 001 (NeurIPS, 2021)

Aligned Structured Sparsity Learning for Efficient Image Super-Resolution. - Yulun Zhang 001; Huan Wang 014; Can Qin; Yun Fu 001 (NeurIPS, 2021)

Emerging Paradigms of Neural Network Pruning. - Huan Wang 014; Can Qin; Yulun Zhang 001; Yun Fu 001 (CoRR, 2021)

Zooming SlowMo: An Efficient One-Stage Framework for Space-Time Video Super-Resolution. - Xiaoyu Xiang; Yapeng Tian; Yulun Zhang 001; Yun Fu 001; Jan P. Allebach; Chenliang Xu (CoRR, 2021)

Semi-Supervised Domain Adaptation with Prototypical Alignment and Consistency Learning. - Kai Li 012; Chang Liu 022; Handong Zhao; Yulun Zhang 001; Yun Fu 001 (CoRR, 2021)

Adapting Stepsizes by Momentumized Gradients Improves Optimization and Generalization. - Yizhou Wang 006; Yue Kang 002; Can Qin; Yi Xu 005; Huan Wang 014; Yulun Zhang 001; Yun Fu 001 (CoRR, 2021)

A New Backbone for Hyperspectral Image Reconstruction. - Jiamian Wang; Yulun Zhang 001; Xin Yuan 002; Yun Fu 001; Zhiqiang Tao (CoRR, 2021)

Calibrated Hyperspectral Image Reconstruction via Graph-based Self-Tuning Network. - Jiamian Wang; Yulun Zhang 001; Xin Yuan 002; Ziyi Meng; Zhiqiang Tao (CoRR, 2021)

Residual Dense Network for Image Restoration. - Yulun Zhang 001; Yapeng Tian; Yu Kong 001; Bineng Zhong; Yun Fu 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2021)

Accurate and Fast Image Denoising via Attention Guided Scaling. - Yulun Zhang 001; Kunpeng Li; Kai Li 012; Gan Sun; Yu Kong 001; Yun Fu 001 (IEEE Trans. Image Process., 2021)

Continual Multiview Task Learning via Deep Matrix Factorization. - Gan Sun; Yang Cong; Yulun Zhang 001; Guoshuai Zhao; Yun Fu 001 (IEEE Trans. Neural Networks Learn. Syst., 2021)

NTIRE 2022 Spectral Recovery Challenge and Data Set. - Boaz Arad; Radu Timofte; Rony Yahel; Nimrod Morag; Amir Bernat; Yuanhao Cai; Jing Lin; Zudi Lin; Haoqian Wang; Yulun Zhang 001; Hanspeter Pfister; Luc Van Gool; et al. (CVPR Workshops, 2022)

Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image Reconstruction. - Yuanhao Cai; Jing Lin; Xiaowan Hu; Haoqian Wang; Xin Yuan 002; Yulun Zhang 001; Radu Timofte; Luc Van Gool (CVPR, 2022)

MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction. - Yuanhao Cai; Jing Lin; Zudi Lin; Haoqian Wang; Yulun Zhang 001; Hanspeter Pfister; Radu Timofte; Luc Van Gool (CVPR Workshops, 2022)

HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging. - Xiaowan Hu; Yuanhao Cai; Jing Lin; Haoqian Wang; Xin Yuan 002; Yulun Zhang 001; Radu Timofte; Luc Van Gool (CVPR, 2022)

Texture-based Error Analysis for Image Super-Resolution. - Salma Abdel Magid; Zudi Lin; Donglai Wei 001; Yulun Zhang 001; Jinjin Gu; Hanspeter Pfister (CVPR, 2022)

Coarse-to-Fine Sparse Transformer for Hyperspectral Image Reconstruction. - Yuanhao Cai; Jing Lin; Xiaowan Hu; Haoqian Wang; Xin Yuan 002; Yulun Zhang 001; Radu Timofte; Luc Van Gool (ECCV (17), 2022)

Reference-Based Image Super-Resolution with Deformable Attention Transformer. - Jiezhang Cao; Jingyun Liang; Kai Zhang 008; Yawei Li 001; Yulun Zhang 001; Wenguan Wang; Luc Van Gool (ECCV (18), 2022)

Towards Interpretable Video Super-Resolution via Alternating Optimization. - Jiezhang Cao; Jingyun Liang; Kai Zhang 008; Wenguan Wang; Qin Wang 013; Yulun Zhang 001; Hao Tang 005; Luc Van Gool (ECCV (18), 2022)

Super-Resolution by Predicting Offsets: An Ultra-Efficient Super-Resolution Network for Rasterized Images. - Jinjin Gu; Haoming Cai; Chenyu Dong; Ruofan Zhang; Yulun Zhang 001; Wenming Yang; Chun Yuan (ECCV (19), 2022)

Modeling Mask Uncertainty in Hyperspectral Image Reconstruction. - Jiamian Wang; Yulun Zhang 001; Xin Yuan 002; Ziyi Meng; Zhiqiang Tao (ECCV (19), 2022)

Unsupervised Anomaly Detection with Self-Training and Knowledge Distillation. - Hongbo Liu; Kai Li 012; Xiu Li 001; Yulun Zhang 001 (ICIP, 2022)

Learning Efficient Image Super-Resolution Networks via Structure-Regularized Pruning. - Yulun Zhang 001; Huan Wang 014; Can Qin; Yun Fu 001 (ICLR, 2022)

Flow-Guided Sparse Transformer for Video Deblurring. - Jing Lin; Yuanhao Cai; Xiaowan Hu; Haoqian Wang; Youliang Yan; Xueyi Zou; Henghui Ding; Yulun Zhang 001; Radu Timofte; Luc Van Gool (ICML, 2022)

Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration. - Jing Lin; Xiaowan Hu; Yuanhao Cai; Haoqian Wang; Youliang Yan; Xueyi Zou; Yulun Zhang 001; Luc Van Gool (ICML, 2022)

MemREIN: Rein the Domain Shift for Cross-Domain Few-Shot Learning. - Yi Xu 005; Lichen Wang; Yizhou Wang 006; Can Qin; Yulun Zhang 001; Yun Fu 001 (IJCAI, 2022)

Recent Advances on Neural Network Pruning at Initialization. - Huan Wang 014; Can Qin; Yue Bai; Yulun Zhang 001; Yun Fu 001 (IJCAI, 2022)

Cross-Modality High-Frequency Transformer for MR Image Super-Resolution. - Chaowei Fang; Dingwen Zhang; Liang Wang 001; Yulun Zhang 001; Lechao Cheng; Junwei Han 001 (ACM Multimedia, 2022)

Adjustable Memory-efficient Image Super-resolution via Individual Kernel Sparsity. - Xiaotong Luo; Mingliang Dai; Yulun Zhang 001; Yuan Xie 006; Ding Liu 001; Yanyun Qu; Yun Fu 001; Junping Zhang (ACM Multimedia, 2022)

Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging. - Yuanhao Cai; Jing Lin; Haoqian Wang; Xin Yuan 002; Henghui Ding; Yulun Zhang 001; Radu Timofte; Luc Van Gool (NeurIPS, 2022)

Cross Aggregation Transformer for Image Restoration. - Zheng Chen 014; Yulun Zhang 001; Jinjin Gu; Yongbing Zhang 002; Linghe Kong; Xin Yuan 002 (NeurIPS, 2022)

Revisiting RCAN: Improved Training for Image Super-Resolution. - Zudi Lin; Prateek Garg; Atmadeep Banerjee; Salma Abdel Magid; Deqing Sun; Yulun Zhang 001; Luc Van Gool; Donglai Wei 001; Hanspeter Pfister (CoRR, 2022)

Practical Blind Denoising via Swin-Conv-UNet and Data Synthesis. - Kai Zhang 008; Yawei Li 001; Jingyun Liang; Jiezhang Cao; Yulun Zhang 001; Hao Tang 005; Radu Timofte; Luc Van Gool (CoRR, 2022)

Residual Sparsity Connection Learning for Efficient Video Super-Resolution. - Bin Xia; Jingwen He; Yulun Zhang 001; Yucheng Hang; Wenming Yang; Luc Van Gool (CoRR, 2022)

Practical Real Video Denoising with Realistic Degradation Model. - Jiezhang Cao; Qin Wang 013; Jingyun Liang; Yulun Zhang 001; Kai Zhang 008; Luc Van Gool (CoRR, 2022)

S^2-Transformer for Mask-Aware Hyperspectral Image Reconstruction. - Jiamian Wang; Kunpeng Li; Yulun Zhang 001; Xin Yuan 002; Zhiqiang Tao (CoRR, 2022)

Relay knowledge distillation for efficiently boosting the performance of shallow networks. - Shipeng Fu; Zhibing Lai; Yulun Zhang 001; Yiguang Liu; Xiaomin Yang (Neurocomputing, 2022)

Single MR image super-resolution via channel splitting and serial fusion network. - Xiaole Zhao; Yulun Zhang 001; Yun Qin; Qian Wang; Tao Zhang 080; Tianrui Li 001 (Knowl. Based Syst., 2022)

Wide Weighted Attention Multi-Scale Network for Accurate MR Image Super-Resolution. - Haoqian Wang; Xiaowan Hu; Xiaole Zhao; Yulun Zhang 001 (IEEE Trans. Circuits Syst. Video Technol., 2022)

Self-Guided Deep Multiview Subspace Clustering via Consensus Affinity Regularization. - Kai Li 012; Hongfu Liu 001; Yulun Zhang 001; Kunpeng Li; Yun Fu 001 (IEEE Trans. Cybern., 2022)

PFDN: Pyramid Feature Decoupling Network for Single Image Deraining. - Qiang Wang 015; Gan Sun; Jiahua Dong 001; Yulun Zhang 001 (IEEE Trans. Image Process., 2022)

Vehicle and Person Re-Identification With Support Neighbor Loss. - Kai Li 012; Zhengming Ding; Kunpeng Li; Yulun Zhang 001; Yun Fu 001 (IEEE Trans. Neural Networks Learn. Syst., 2022)

Hybrid Pixel-Unshuffled Network for Lightweight Image Super-resolution. - Bin Sun 002; Yulun Zhang 001; Songyao Jiang; Yun Fu 001 (AAAI, 2023)

Spatial-Spectral Transformer for Hyperspectral Image Denoising. - Miaoyu Li; Ying Fu 001; Yulun Zhang 001 (AAAI, 2023)

CiaoSR: Continuous Implicit Attention-in-Attention Network for Arbitrary-Scale Image Super-Resolution. - Jiezhang Cao; Qin Wang 013; Yongqin Xian; Yawei Li 001; Bingbing Ni; Zhiming Pi; Kai Zhang 008; Yulun Zhang 001; Radu Timofte; Luc Van Gool (CVPR, 2023)

Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction. - Chunming He; Kai Li 012; Yachao Zhang 001; Longxiang Tang; Yulun Zhang 001; Zhenhua Guo 001; Xiu Li 001 (CVPR, 2023)

Spectral Enhanced Rectangle Transformer for Hyperspectral Image Denoising. - Miaoyu Li; Ji Liu 003; Ying Fu 001; Yulun Zhang 001; Dejing Dou (CVPR, 2023)

LSDIR: A Large Scale Dataset for Image Restoration. - Yawei Li 001; Kai Zhang 008; Jingyun Liang; Jiezhang Cao; Ce Liu 004; Rui Gong; Yulun Zhang 001; Hao Tang 005; Yun Liu 011; Denis Demandolx; Rakesh Ranjan; Radu Timofte; 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 Quality Assessment of Video Enhancement Challenge. - Xiaohong Liu 001; Xiongkuo Min; Wei Sun 029; Yulun Zhang 001; Kai Zhang 008; Radu Timofte; Guangtao Zhai; Yixuan Gao; Yuqin Cao; Tengchuan Kou; Yunlong Dong; Ziheng Jia; et al. (CVPR Workshops, 2023)

LG-BPN: Local and Global Blind-Patch Network for Self-Supervised Real-World Denoising. - Zichun Wang; Ying Fu 001; Ji Liu 003; Yulun Zhang 001 (CVPR, 2023)

Structured Sparsity Learning for Efficient Video Super-Resolution. - Bin Xia; Jingwen He; Yulun Zhang 001; Yitong Wang; Yapeng Tian; Wenming Yang; Luc Van Gool (CVPR, 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)

CDDFuse: Correlation-Driven Dual-Branch Feature Decomposition for Multi-Modality Image Fusion. - Zixiang Zhao; Haowen Bai; Jiangshe Zhang 001; Yulun Zhang 001; Shuang Xu; Zudi Lin; Radu Timofte; Luc Van Gool (CVPR, 2023)

Dual Aggregation Transformer for Image Super-Resolution. - Zheng Chen 014; Yulun Zhang 001; Jinjin Gu; Linghe Kong; Xiaokang Yang 001; Fisher Yu 001 (ICCV, 2023)

Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement. - Yuanhao Cai; Hao Bian; Jing Lin; Haoqian Wang; Radu Timofte; Yulun Zhang 001 (ICCV, 2023)

Degradation-Resistant Unfolding Network for Heterogeneous Image Fusion. - Chunming He; Kai Li 012; Guoxia Xu; Yulun Zhang 001; Runze Hu; Zhenhua Guo 001; Xiu Li 001 (ICCV, 2023)

Pixel Adaptive Deep Unfolding Transformer for Hyperspectral Image Reconstruction. - Miaoyu Li; Ying Fu 001; Ji Liu 003; Yulun Zhang 001 (ICCV, 2023)

Alignment-free HDR Deghosting with Semantics Consistent Transformer. - Steven Tel; Zongwei Wu; Yulun Zhang 001; Barthélémy Heyrman; Cédric Demonceaux; Radu Timofte; Dominique Ginhac (ICCV, 2023)

Iterative Soft Shrinkage Learning for Efficient Image Super-Resolution. - Jiamian Wang; Huan Wang 014; Yulun Zhang 001; Yun Fu 001; Zhiqiang Tao (ICCV, 2023)

DiffIR: Efficient Diffusion Model for Image Restoration. - Bin Xia; Yulun Zhang 001; Shiyin Wang; Yitong Wang; Xinglong Wu; Yapeng Tian; Wenming Yang; Luc Van Gool (ICCV, 2023)

Spherical Space Feature Decomposition for Guided Depth Map Super-Resolution. - Zixiang Zhao; Jiangshe Zhang 001; Xiang Gu; Chengli Tan; Shuang Xu; Yulun Zhang 001; Radu Timofte; Luc Van Gool (ICCV, 2023)

DDFM: Denoising Diffusion Model for Multi-Modality Image Fusion. - Zixiang Zhao; Haowen Bai; Yuanzhi Zhu; Jiangshe Zhang 001; Shuang Xu; Yulun Zhang 001; Kai Zhang 008; Deyu Meng; Radu Timofte; Luc Van Gool (ICCV, 2023)

Consistency Regularization for Generalizable Source-free Domain Adaptation. - Longxiang Tang; Kai Li 012; Chunming He; Yulun Zhang 001; Xiu Li 001 (ICCV (Workshops), 2023)

Momentum is All You Need for Data-Driven Adaptive Optimization. - Yizhou Wang 006; Yue Kang 002; Can Qin; Huan Wang 014; Yi Xu 005; Yulun Zhang 001; Yun Fu 001 (ICDM, 2023)

Basic Binary Convolution Unit for Binarized Image Restoration Network. - Bin Xia; Yulun Zhang 001; Yitong Wang; Yapeng Tian; Wenming Yang; Radu Timofte; Luc Van Gool (ICLR, 2023)

Knowledge Distillation based Degradation Estimation for Blind Super-Resolution. - Bin Xia; Yulun Zhang 001; Yitong Wang; Yapeng Tian; Wenming Yang; Radu Timofte; Luc Van Gool (ICLR, 2023)

Accurate Image Restoration with Attention Retractable Transformer. - Jiale Zhang; Yulun Zhang 001; Jinjin Gu; Yongbing Zhang 002; Linghe Kong; Xin Yuan 002 (ICLR, 2023)

Crafting Training Degradation Distribution for the Accuracy-Generalization Trade-off in Real-World Super-Resolution. - Ruofan Zhang; Jinjin Gu; Haoyu Chen 003; Chao Dong 005; Yulun Zhang 001; Wenming Yang (ICML, 2023)

High-Throughput Microscopy Image Deblurring with Graph Reasoning Attention Network. - Yulun Zhang 001; Donglai Wei 001; Richard Schalek; Yuelong Wu; Stephen G. Turney; Jeff Lichtman; Hanspeter Pfister; Yun Fu 001 (ISBI, 2023)

Source-Free Domain Adaptive Fundus Image Segmentation with Class-Balanced Mean Teacher. - Longxiang Tang; Kai Li 012; Chunming He; Yulun Zhang 001; Xiu Li 001 (MICCAI (1), 2023)

Mutual Information-driven Triple Interaction Network for Efficient Image Dehazing. - Hao Shen 006; Zhong-Qiu Zhao; Yulun Zhang 001; Zhao Zhang 001 (ACM Multimedia, 2023)

Recurrent Self-Supervised Video Denoising with Denser Receptive Field. - Zichun Wang; Yulun Zhang 001; Debing Zhang; Ying Fu 001 (ACM Multimedia, 2023)

Binarized Spectral Compressive Imaging. - Yuanhao Cai; Yuxin Zheng; Jing Lin; Xin Yuan 002; Yulun Zhang 001; Haoqian Wang (NeurIPS, 2023)

Hierarchical Integration Diffusion Model for Realistic Image Deblurring. - Zheng Chen 014; Yulun Zhang 001; Ding Liu 001; Bin Xia; Jinjin Gu; Linghe Kong; Xin Yuan 002 (NeurIPS, 2023)

Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping. - Chunming He; Kai Li 012; Yachao Zhang 001; Guoxia Xu; Longxiang Tang; Yulun Zhang 001; Zhenhua Guo 001; Xiu Li 001 (NeurIPS, 2023)

QuantSR: Accurate Low-bit Quantization for Efficient Image Super-Resolution. - Haotong Qin; Yulun Zhang 001; Yifu Ding; Yifan Liu 001; Xianglong Liu 001; Martin Danelljan; Fisher Yu 001 (NeurIPS, 2023)

No One Left Behind: Real-World Federated Class-Incremental Learning. - Jiahua Dong 001; Yang Cong; Gan Sun; Yulun Zhang 001; Bernt Schiele; Dengxin Dai (CoRR, 2023)

NTIRE 2023 Quality Assessment of Video Enhancement Challenge. - Xiaohong Liu 001; Xiongkuo Min; Wei Sun 029; Yulun Zhang 001; Kai Zhang 008; Radu Timofte; Guangtao Zhai; Yixuan Gao; Yuqin Cao; Tengchuan Kou; Yunlong Dong; Ziheng Jia; et al. (CoRR, 2023)

Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects. - Chunming He; Kai Li 012; Yachao Zhang 001; Yulun Zhang 001; Zhenhua Guo 001; Xiu Li 001; Martin Danelljan; Fisher Yu 001 (CoRR, 2023)

Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model. - Chunming He; Chengyu Fang 001; Yulun Zhang 001; Kai Li 012; Longxiang Tang; Chenyu You; Fengyang Xiao; Zhenhua Guo 001; Xiu Li 001 (CoRR, 2023)

Image Super-Resolution with Text Prompt Diffusion. - Zheng Chen 014; Yulun Zhang 001; Jinjin Gu; Xin Yuan 002; Linghe Kong; Guihai Chen; Xiaokang Yang 001 (CoRR, 2023)

Binarized 3D Whole-body Human Mesh Recovery. - Zhiteng Li; Yulun Zhang 001; Jing Lin; Haotong Qin; Jinjin Gu; Xin Yuan 002; Linghe Kong; Xiaokang Yang 001 (CoRR, 2023)

DPoser: Diffusion Model as Robust 3D Human Pose Prior. - Junzhe Lu 001; Jing Lin; Hongkun Dou; Yulun Zhang 001; Yue Deng 001; Haoqian Wang (CoRR, 2023)

Image-Text Embedding Learning via Visual and Textual Semantic Reasoning. - Kunpeng Li; Yulun Zhang 001; Kai Li 012; Yuanyuan Li; Yun Fu 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Multi-Modal Mutual Attention and Iterative Interaction for Referring Image Segmentation. - Chang Liu 072; Henghui Ding; Yulun Zhang 001; Xudong Jiang 001 (IEEE Trans. Image Process., 2023)

Meta-Learning-Based Degradation Representation for Blind Super-Resolution. - Bin Xia; Yapeng Tian; Yulun Zhang 001; Yucheng Hang; Wenming Yang; Qingmin Liao (IEEE Trans. Image Process., 2023)

GAN Inversion: A Survey. - Weihao Xia 001; Yulun Zhang 001; Yujiu Yang; Jing-Hao Xue; Bolei Zhou; Ming-Hsuan Yang 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Lattice Network for Lightweight Image Restoration. - Xiaotong Luo; Yanyun Qu; Yuan Xie 006; Yulun Zhang 001; Cuihua Li; Yun Fu 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Global Aligned Structured Sparsity Learning for Efficient Image Super-Resolution. - Huan Wang 014; Yulun Zhang 001; Can Qin; Luc Van Gool; Yun Fu 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Practical Blind Image Denoising via Swin-Conv-UNet and Data Synthesis. - Kai Zhang 008; Yawei Li 001; Jingyun Liang; Jiezhang Cao; Yulun Zhang 001; Hao Tang 005; Deng-Ping Fan; Radu Timofte; Luc Van Gool (Mach. Intell. Res., 2023)

Pyramid Attention Network for Image Restoration. - Yiqun Mei; Yuchen Fan; Yulun Zhang 001; Jiahui Yu; Yuqian Zhou; Ding Liu 001; Yun Fu 001; Thomas S. Huang; Humphrey Shi (Int. J. Comput. Vis., 2023)

LERE: Learning-Based Low-Rank Matrix Recovery with Rank Estimation. - Zhengqin Xu; Yulun Zhang 001; Chao Ma 004; Yichao Yan; Zelin Peng; Shoulie Xie; Shiqian Wu; Xiaokang Yang 001 (AAAI, 2024)

Deep Equilibrium Diffusion Restoration with Parallel Sampling. - Jiezhang Cao; Yue Shi; Kai Zhang 008; Yulun Zhang 001; Radu Timofte; Luc Van Gool (CVPR, 2024)

NTIRE 2024 Challenge on Image Super-Resolution (×4): Methods and Results. - Zheng Chen 014; Zongwei Wu; Eduard Zamfir; Kai Zhang 008; Yulun Zhang 001; Radu Timofte; Xiaokang Yang 001; Hongyuan Yu; Cheng Wan 006; Yuxin Hong; Zhijuan Huang; Yajun Zou; et al. (CVPR Workshops, 2024)

NTIRE 2024 Challenge on Low Light Image Enhancement: Methods and Results. - Xiaoning Liu 003; Zongwei Wu; Ao Li 007; Florin-Alexandru Vasluianu; Yulun Zhang 001; Shuhang Gu; Le Zhang 001; Ce Zhu; Radu Timofte; Zhi Jin; Hongjun Wu; Chenxi Wang; et al. (CVPR Workshops, 2024)

MuRF: Multi-Baseline Radiance Fields. - Haofei Xu; Anpei Chen; Yuedong Chen; Christos Sakaridis; Yulun Zhang 001; Marc Pollefeys; Andreas Geiger 001; Fisher Yu 001 (CVPR, 2024)

Genuine Knowledge from Practice: Diffusion Test-Time Adaptation for Video Adverse Weather Removal. - Yijun Yang; Hongtao Wu; Angelica I. Avilés-Rivero; Yulun Zhang 001; Jing Qin 001; Lei Zhu 003 (CVPR, 2024)

Binarized Low-Light Raw Video Enhancement. - Gengchen Zhang; Yulun Zhang 001; Xin Yuan 002; Ying Fu 001 (CVPR, 2024)

Equivariant Multi-Modality Image Fusion. - Zixiang Zhao; Haowen Bai; Jiangshe Zhang 001; Yulun Zhang 001; Kai Zhang 008; Shuang Xu; Dongdong Chen; Radu Timofte; Luc Van Gool (CVPR, 2024)

Radiative Gaussian Splatting for Efficient X-Ray Novel View Synthesis. - Yuanhao Cai; Yixun Liang; Jiahao Wang 001; Angtian Wang; Yulun Zhang 001; Xiaokang Yang 001; Zongwei Zhou; Alan L. Yuille (ECCV (1), 2024)

Hierarchical Separable Video Transformer for Snapshot Compressive Imaging. - Ping Wang 029; Yulun Zhang 001; Lishun Wang; Xin Yuan 002 (ECCV (81), 2024)

SRPose: Two-View Relative Pose Estimation with Sparse Keypoints. - Rui Yin; Yulun Zhang 001; Zherong Pan; Jianjun Zhu; Cheng Wang; Biao Jia (ECCV (83), 2024)

HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution. - Xiang Zhang 022; Yulun Zhang 001; Fisher Yu 001 (ECCV (40), 2024)

Recursive Generalization Transformer for Image Super-Resolution. - Zheng Chen 014; Yulun Zhang 001; Jinjin Gu; Linghe Kong; Xiaokang Yang 001 (ICLR, 2024)

Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects. - Chunming He; Kai Li 012; Yachao Zhang 001; Yulun Zhang 001; Chenyu You; Zhenhua Guo 001; Xiu Li 001; Martin Danelljan; Fisher Yu 001 (ICLR, 2024)

Xformer: Hybrid X-Shaped Transformer for Image Denoising. - Jiale Zhang; Yulun Zhang 001; Jinjin Gu; Jiahua Dong 001; Linghe Kong; Xiaokang Yang 001 (ICLR, 2024)

See More Details: Efficient Image Super-Resolution by Experts Mining. - Eduard Zamfir; Zongwei Wu; Nancy Mehta; Yulun Zhang 001; Radu Timofte (ICML, 2024)

Lightweight Image Super-Resolution via Flexible Meta Pruning. - Yulun Zhang 001; Kai Zhang 008; Luc Van Gool; Martin Danelljan; Fisher Yu 001 (ICML, 2024)

Flexible Residual Binarization for Image Super-Resolution. - Yulun Zhang 001; Haotong Qin; Zixiang Zhao; Xianglong Liu 001; Martin Danelljan; Fisher Yu 001 (ICML, 2024)

Image Fusion via Vision-Language Model. - Zixiang Zhao; Lilun Deng; Haowen Bai; Yukun Cui; Zhipeng Zhang; Yulun Zhang 001; Haotong Qin; Dongdong Chen; Jiangshe Zhang 001; Peng Wang; Luc Van Gool (ICML, 2024)

HDR-GS: Efficient High Dynamic Range Novel View Synthesis at 1000x Speed via Gaussian Splatting. - Yuanhao Cai; Zihao Xiao 001; Yixun Liang; Minghan Qin; Yulun Zhang 001; Xiaokang Yang 001; Yaoyao Liu 001; Alan L. Yuille (NeurIPS, 2024)

Binarized Diffusion Model for Image Super-Resolution. - Zheng Chen 014; Haotong Qin; Yong Guo; Xiongfei Su; Xin Yuan 002; Linghe Kong; Yulun Zhang 001 (NeurIPS, 2024)

ECMamba: Consolidating Selective State Space Model with Retinex Guidance for Efficient Multiple Exposure Correction. - Wei Dong 010; Han Zhou 003; Yulun Zhang 001; Xiaohong Liu 001; Jun Chen 005 (NeurIPS, 2024)

Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network. - Chengyu Fang 001; Chunming He; Fengyang Xiao; Yulun Zhang 001; Longxiang Tang; Yuelin Zhang; Kai Li 012; Xiu Li 001 (NeurIPS, 2024)

2DQuant: Low-bit Post-Training Quantization for Image Super-Resolution. - Kai Liu; Haotong Qin; Yong Guo; Xin Yuan 002; Linghe Kong; Guihai Chen; Yulun Zhang 001 (NeurIPS, 2024)

Cooperative Hardware-Prompt Learning for Snapshot Compressive Imaging. - Jiamian Wang; Zongliang Wu; Yulun Zhang 001; Xin Yuan 002; Tao Lin; Zhiqiang Tao (NeurIPS, 2024)

BiDM: Pushing the Limit of Quantization for Diffusion Models. - Xingyu Zheng; Xianglong Liu 001; Yichen Bian; Xudong Ma; Yulun Zhang 001; Jiakai Wang; Jinyang Guo; Haotong Qin (NeurIPS, 2024)

PASTA: Towards Flexible and Efficient HDR Imaging Via Progressively Aggregated Spatio-Temporal Aligment. - Xiaoning Liu 003; Ao Li 007; Zongwei Wu; Yapeng Du; Le Zhang 001; Yulun Zhang 001; Radu Timofte; Ce Zhu (CoRR, 2024)

NTIRE 2024 Challenge on Image Super-Resolution (⨉4): Methods and Results. - Zheng Chen 014; Zongwei Wu; Eduard Zamfir; Kai Zhang 008; Yulun Zhang 001; Radu Timofte; Xiaokang Yang 001; Hongyuan Yu; Cheng Wan 006; Yuxin Hong; Zhijuan Huang; Yajun Zou; et al. (CoRR, 2024)

NTIRE 2024 Challenge on Low Light Image Enhancement: Methods and Results. - Xiaoning Liu 003; Zongwei Wu; Ao Li 007; Florin-Alexandru Vasluianu; Yulun Zhang 001; Shuhang Gu; Le Zhang 001; Ce Zhu; Radu Timofte; Zhi Jin; Hongjun Wu; Chenxi Wang; et al. (CoRR, 2024)

Efficient Degradation-aware Any Image Restoration. - Eduard Zamfir; Zongwei Wu; Nancy Mehta; Danda Pani Paudel; Yulun Zhang 001; Radu Timofte (CoRR, 2024)

Dual Hyperspectral Mamba for Efficient Spectral Compressive Imaging. - Jiahua Dong 001; Hui Yin; Hongliu Li; Wenbo Li 001; Yulun Zhang 001; Salman Khan 001; Fahad Shahbaz Khan (CoRR, 2024)

Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network. - Chengyu Fang 001; Chunming He; Fengyang Xiao; Yulun Zhang 001; Longxiang Tang; Yuelin Zhang; Kai Li 012; Xiu Li 001 (CoRR, 2024)

Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality Assessment. - Kai Liu; Ziqing Zhang; Wenbo Li 001; Renjing Pei; Fenglong Song; Xiaohong Liu 001; Linghe Kong; Yulun Zhang 001 (CoRR, 2024)

Distillation-Free One-Step Diffusion for Real-World Image Super-Resolution. - Jianze Li; Jiezhang Cao; Zichen Zou; Xiongfei Su; Xin Yuan 002; Yulun Zhang 001; Yong Guo; Xiaokang Yang 001 (CoRR, 2024)

Hi-Mamba: Hierarchical Mamba for Efficient Image Super-Resolution. - Junbo Qiao; Jincheng Liao; Wei Li 002; Yulun Zhang 001; Yong Guo; Yi Wen; Zhangxizi Qiu; Jiao Xie; Jie Hu 021; Shaohui Lin (CoRR, 2024)

BiDense: Binarization for Dense Prediction. - Rui Yin; Haotong Qin; Yulun Zhang 001; Wenbo Li 002; Yong Guo; Jianjun Zhu; Cheng Wang; Biao Jia (CoRR, 2024)

Grounding-IQA: Multimodal Language Grounding Model for Image Quality Assessment. - Zheng Chen 014; Xun Zhang; Wenbo Li 001; Renjing Pei; Fenglong Song; Xiongkuo Min; Xiaohong Liu 001; Xin Yuan 002; Yong Guo; Yulun Zhang 001 (CoRR, 2024)

Low-Light Image Enhancement via Generative Perceptual Priors. - Han Zhou 003; Wei Dong 010; Xiaohong Liu 001; Yulun Zhang 001; Guangtao Zhai; Jun Chen 005 (CoRR, 2024)

Spatial-Frequency Adaptive Remote Sensing Image Dehazing With Mixture of Experts. - Hao Shen 006; Henghui Ding; Yulun Zhang 001; Xiaofeng Cong; Zhong-Qiu Zhao; Xudong Jiang 001 (IEEE Trans. Geosci. Remote. Sens., 2024)

No One Left Behind: Real-World Federated Class-Incremental Learning. - Jiahua Dong 001; Hongliu Li; Yang Cong; Gan Sun; Yulun Zhang 001; Luc Van Gool (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

HQG-Net: Unpaired Medical Image Enhancement With High-Quality Guidance. - Chunming He; Kai Li 012; Guoxia Xu; Jiangpeng Yan; Longxiang Tang; Yulun Zhang 001; Yaowei Wang 001; Xiu Li 001 (IEEE Trans. Neural Networks Learn. Syst., 2024)

Detail Matters: Mamba-Inspired Joint Unfolding Network for Snapshot Spectral Compressive Imaging. - Mengjie Qin; Yuchao Feng; Zongliang Wu; Yulun Zhang 001; Xin Yuan 002 (AAAI, 2025)

Prior-guided Hierarchical Harmonization Network for Efficient Image Dehazing. - Xiongfei Su; Siyuan Li; Yuning Cui 001; Miao Cao; Yulun Zhang 001; Zheng Chen 014; Zongliang Wu; Zedong Wang; Yuanlong Zhang; Xin Yuan 002 (AAAI, 2025)

Dual-branch Graph Feature Learning for NLOS Imaging. - Xiongfei Su; Tianyi Zhu; Lina Liu 010; Zheng Chen 014; Yulun Zhang 001; Siyuan Li; Juntian Ye; Feihu Xu; Xin Yuan 002 (AAAI, 2025)

Low-Light Image Enhancement via Generative Perceptual Priors. - Han Zhou 003; Wei Dong 010; Xiaohong Liu 010; Yulun Zhang 001; Guangtao Zhai; Jun Chen 005 (AAAI, 2025)

SGDPO: Self-Guided Direct Preference Optimization for Language Model Alignment. - Wenqiao Zhu; Ji Liu 003; Lulu Wang; Jun Wu; Yulun Zhang 001 (ACL (Findings), 2025)

OSDFace: One-Step Diffusion Model for Face Restoration. - Jingkai Wang 003; Jue Gong; Lin Zhang; Zheng Chen 014; Xing Liu; Hong Gu; Yutong Liu; Yulun Zhang 001; Xiaokang Yang 001 (CVPR, 2025)

NTIRE 2025 Challenge on Real-World Face Restoration: Methods and Results. - Zheng Chen 014; Jingkai Wang 003; Kai Liu; Jue Gong; Lei Sun 016; Zongwei Wu; Radu Timofte; Yulun Zhang 001; Jianxing Zhang; Jinlong Wu; Jun Wang; Zheng Xie; et al. (CVPR Workshops, 2025)

NTIRE 2025 Challenge on Image Super-Resolution (x4): Methods and Results. - Zheng Chen 014; Kai Liu; Jue Gong; Jingkai Wang 003; Lei Sun 016; Zongwei Wu; Radu Timofte; Yulun Zhang 001; Xiangyu Kong; Xiaoxuan Yu; Hyunhee Park; Suejin Han; et al. (CVPR Workshops, 2025)

MambaIRv2: Attentive State Space Restoration. - Hang Guo; Yong Guo; Yaohua Zha; Yulun Zhang 001; Wenbo Li 002; Tao Dai 001; Shu-Tao Xia; Yawei Li 001 (CVPR, 2025)

NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Results. - Xiaoning Liu 003; Zongwei Wu; Florin-Alexandru Vasluianu; Hailong Yan; Bin Ren; Yulun Zhang 001; Shuhang Gu; Le Zhang 001; Ce Zhu; Radu Timofte; Kangbiao Shi; Yixu Feng; et al. (CVPR Workshops, 2025)

Proximal Algorithm Unrolling: Flexible and Efficient Reconstruction Networks for Single-Pixel Imaging. - Ping Wang 029; Lishun Wang; Gang Qu 005; Xiaodong Wang; Yulun Zhang 001; Xin Yuan 002 (CVPR, 2025)

DnLUT: Ultra-Efficient Color Image Denoising via Channel-Aware Lookup Tables. - Sidi Yang; Binxiao Huang; Yulun Zhang 001; Dahai Yu; Yujiu Yang; Ngai Wong 001 (CVPR, 2025)

Complexity Experts are Task-Discriminative Learners for Any Image Restoration. - Eduard Zamfir; Zongwei Wu; Nancy Mehta; Yuedong Tan; Danda Pani Paudel; Yulun Zhang 001; Radu Timofte (CVPR, 2025)

PassionSR: Post-Training Quantization with Adaptive Scale in One-Step Diffusion based Image Super-Resolution. - Libo Zhu; Jianze Li; Haotong Qin; Wenbo Li 002; Yulun Zhang 001; Yong Guo; Xiaokang Yang 001 (CVPR, 2025)

Gap Preserving Distillation by Building Bidirectional Mappings with A Dynamic Teacher. - Yong Guo; Shulian Zhang; Haolin Pan; Jing Liu 048; Yulun Zhang 001; Jian Chen 011 (ICLR, 2025)

Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model. - Chunming He; Chengyu Fang 001; Yulun Zhang 001; Longxiang Tang; Jinfa Huang; Kai Li 012; Zhenhua Guo 001; Xiu Li 001; Sina Farsiu (ICLR, 2025)

GenDataAgent: On-the-fly Dataset Augmentation with Synthetic Data. - Zhiteng Li; Lele Chen; Jerone T. A. Andrews; Yunhao Ba; Yulun Zhang 001; Alice Xiang (ICLR, 2025)

ARB-LLM: Alternating Refined Binarizations for Large Language Models. - Zhiteng Li; Xianglong Yan; Tianao Zhang; Haotong Qin; Dong Xie; Jiang Tian; Zhongchao Shi; Linghe Kong; Yulun Zhang 001; Xiaokang Yang 001 (ICLR, 2025)

Overcoming False Illusions in Real-World Face Restoration with Multi-Modal Guided Diffusion Model. - Keda Tao; Jinjin Gu; Yulun Zhang 001; Xiucheng Wang; Nan Cheng (ICLR, 2025)

DCS-RISR: Dynamic channel splitting for efficient real-world image super-resolution. - Junbo Qiao; Shaohui Lin; Yulun Zhang 001; Wei Li 002; Jie Hu 021; Gaoqi He; Changbo Wang; Lizhuang Ma (Neural Networks, 2025)

Spatial Frequency Modulation Network for Efficient Image Dehazing. - Hao Shen 006; Henghui Ding; Yulun Zhang 001; Zhong-Qiu Zhao; Xudong Jiang 001 (IEEE Trans. Image Process., 2025)

Restoration of Images Taken Through a Dirty Window Using Optics-Guided Transformer. - Zongliang Wu; Juzheng Zhang; Ying Fu 001; Yulun Zhang 001; Xin Yuan 002 (IEEE Trans. Image Process., 2025)

RUN: Reversible Unfolding Network for Concealed Object Segmentation. - Chunming He; Rihan Zhang; Fengyang Xiao; Chenyu Fang; Longxiang Tang; Yulun Zhang 001; Linghe Kong; Deng-Ping Fan; Kai Li 012; Sina Farsiu (CoRR, 2025)

Latent Diffusion Enhanced Rectangle Transformer for Hyperspectral Image Restoration. - Miaoyu Li; Ying Fu 001; Tao Zhang 042; Ji Liu 003; Dejing Dou; Chenggang Yan 001; Yulun Zhang 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

BiMaCoSR: Binary One-Step Diffusion Model Leveraging Flexible Matrix Compression for Real Super-Resolution. - Kai Liu; Kaicheng Yang; Zheng Chen 014; Zhiteng Li; Yong Guo; Wenbo Li 001; Linghe Kong; Yulun Zhang 001 (CoRR, 2025)

AdaSVD: Adaptive Singular Value Decomposition for Large Language Models. - Zhiteng Li; Mingyuan Xia 001; Jingyuan Zhang; Zheng Hui; Linghe Kong; Yulun Zhang 001; Xiaokang Yang 001 (CoRR, 2025)

Human Body Restoration with One-Step Diffusion Model and A New Benchmark. - Jue Gong; Jingkai Wang 003; Zheng Chen 014; Xing Liu; Hong Gu; Yulun Zhang 001; Xiaokang Yang 001 (CoRR, 2025)

Progressive Binarization with Semi-Structured Pruning for LLMs. - Xianglong Yan; Tianao Zhang; Zhiteng Li; Yulun Zhang 001 (CoRR, 2025)

One Diffusion Step to Real-World Super-Resolution via Flow Trajectory Distillation. - Jianze Li; Jiezhang Cao; Yong Guo; Wenbo Li 002; Yulun Zhang 001 (CoRR, 2025)

Compression-Aware One-Step Diffusion Model for JPEG Artifact Removal. - Jinpei Guo; Zheng Chen 014; Wenbo Li 002; Yong Guo; Yulun Zhang 001 (CoRR, 2025)

CondiQuant: Condition Number Based Low-Bit Quantization for Image Super-Resolution. - Kai Liu; Dehui Wang; Zhiteng Li; Zheng Chen 014; Yong Guo; Wenbo Li 001; Linghe Kong; Yulun Zhang 001 (CoRR, 2025)

QArtSR: Quantization via Reverse-Module and Timestep-Retraining in One-Step Diffusion based Image Super-Resolution. - Libo Zhu; Haotong Qin; Kaicheng Yang; Wenbo Li 002; Yong Guo; Yulun Zhang 001; Susanto Rahardja; Xiaokang Yang 001 (CoRR, 2025)

One-Step Diffusion Model for Image Motion-Deblurring. - Xiaoyang Liu; Yuquan Wang; Zheng Chen 014; Jiezhang Cao; He Zhang 004; Yulun Zhang 001; Xiaokang Yang 001 (CoRR, 2025)

QuantCache: Adaptive Importance-Guided Quantization with Hierarchical Latent and Layer Caching for Video Generation. - Junyi Wu; Zhiteng Li; Zheng Hui; Yulun Zhang 001; Linghe Kong; Xiaokang Yang 001 (CoRR, 2025)

IQPFR: An Image Quality Prior for Blind Face Restoration and Beyond. - Peng Hu; Chunming He; Lei Xu; Jingduo Tian; Sina Farsiu; Yulun Zhang 001; Pei Liu; Xiu Li 001 (CoRR, 2025)

DiffI2I: Efficient Diffusion Model for Image-to-Image Translation. - Bin Xia; Yulun Zhang 001; Shiyin Wang; Yitong Wang; Xinglong Wu; Yapeng Tian; Wenming Yang; Radu Timofte; Luc Van Gool (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Low-Light Image Enhancement using Event-Based Illumination Estimation. - Lei Sun 009; Yuhan Bao; Jiajun Zhai; Jingyun Liang; Yulun Zhang 001; Kaiwei Wang; Danda Pani Paudel; Luc Van Gool (CoRR, 2025)

NTIRE 2025 Challenge on Image Super-Resolution (⨉4): Methods and Results. - Zheng Chen 014; Kai Liu; Jue Gong; Jingkai Wang 003; Lei Sun 016; Zongwei Wu; Radu Timofte; Yulun Zhang 001; Xiangyu Kong; Xiaoxuan Yu; Hyunhee Park; Suejin Han; et al. (CoRR, 2025)

Low-bit Model Quantization for Deep Neural Networks: A Survey. - Kai Liu; Qian Zheng; Kaiwen Tao; Zhiteng Li; Haotong Qin; Wenbo Li; Yong Guo; Xianglong Liu 001; Linghe Kong; Guihai Chen; Yulun Zhang 001; Xiaokang Yang 001 (CoRR, 2025)

UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration. - Chunming He; Rihan Zhang; Fengyang Xiao; Chengyu Fang 001; Longxiang Tang; Yulun Zhang 001; Sina Farsiu (CoRR, 2025)

PMQ-VE: Progressive Multi-Frame Quantization for Video Enhancement. - Zhanfeng Feng; Long Peng 003; Xin Di; Yong Guo; Wenbo Li 002; Yulun Zhang 001; Renjing Pei; Yang Wang 015; Yang Cao 010; Zheng-Jun Zha (CoRR, 2025)

OSCAR: One-Step Diffusion Codec for Image Compression Across Multiple Bit-rates. - Jinpei Guo; Yifei Ji; Zheng Chen 014; Kai Liu; Min Liu; Wang Rao; Wenbo Li; Yong Guo; Yulun Zhang 001 (CoRR, 2025)

DOVE: Efficient One-Step Diffusion Model for Real-World Video Super-Resolution. - Zheng Chen 014; Zichen Zou; Kewei Zhang; Xiongfei Su; Xin Yuan 002; Yong Guo; Yulun Zhang 001 (CoRR, 2025)

HonestFace: Towards Honest Face Restoration with One-Step Diffusion Model. - Jingkai Wang 003; Wu Miao; Jue Gong; Zheng Chen 014; Xing Liu; Hong Gu; Yutong Liu; Yulun Zhang 001 (CoRR, 2025)

DVD-Quant: Data-free Video Diffusion Transformers Quantization. - Zhiteng Li; Hanxuan Li; Junyi Wu; Kai Liu; Linghe Kong; Guihai Chen; Yulun Zhang 001; Xiaokang Yang 001 (CoRR, 2025)

Freqformer: Image-Demoiréing Transformer via Efficient Frequency Decomposition. - Xiaoyang Liu; Bolin Qiu; Jiezhang Cao; Zheng Chen 014; Yulun Zhang 001; Xiaokang Yang 001 (CoRR, 2025)

HAODiff: Human-Aware One-Step Diffusion via Dual-Prompt Guidance. - Jue Gong; Tingyu Yang; Jingkai Wang 003; Zheng Chen 014; Xin Liu 012; Hong Gu; Yulun Zhang 001; Xiaokang Yang 001 (CoRR, 2025)

A Unified Solution to Video Fusion: From Multi-Frame Learning to Benchmarking. - Zixiang Zhao; Haowen Bai; Bingxin Ke; Yukun Cui; Lilun Deng; Yulun Zhang 001; Kai Zhang 008; Konrad Schindler (CoRR, 2025)

ReCalKV: Low-Rank KV Cache Compression via Head Reordering and Offline Calibration. - Xianglong Yan; Zhiteng Li; Tianao Zhang; Linghe Kong; Yulun Zhang 001; Xiaokang Yang 001 (CoRR, 2025)

QuantFace: Low-Bit Post-Training Quantization for One-Step Diffusion Face Restoration. - Jiatong Li; Libo Zhu; Haotong Qin; Jingkai Wang 003; Linghe Kong; Guihai Chen; Yulun Zhang 001; Xiaokang Yang 001 (CoRR, 2025)

OmniVCus: Feedforward Subject-driven Video Customization with Multimodal Control Conditions. - Yuanhao Cai; He Zhang 004; Xi Chen; Jinbo Xing; Yiwei Hu; Yuqian Zhou; Kai Zhang; Zhifei Zhang; Soo Ye Kim; Tianyu Wang; Yulun Zhang 001; Xiaokang Yang 001; et al. (CoRR, 2025)

Diffusion Models in Low-Level Vision: A Survey. - Chunming He; Yuqi Shen; Chengyu Fang 001; Fengyang Xiao; Longxiang Tang; Yulun Zhang 001; Wangmeng Zuo; Zhenhua Guo 001; Xiu Li 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

$S^{2}$S2-Transformer for Mask-Aware Hyperspectral Image Reconstruction. - Jiamian Wang; Kunpeng Li; Yulun Zhang 001; Xin Yuan 002; Zhiqiang Tao (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

BiVM: Accurate Binarized Neural Network for Efficient Video Matting. - Haotong Qin; Xianglong Liu 001; Xudong Ma; Lei Ke; Yulun Zhang 001; Jie Luo 004; Michele Magno (CoRR, 2025)

Calibration-Free Raw Image Denoising via Fine-Grained Noise Estimation. - Yunhao Zou; Ying Fu 001; Yulun Zhang 001; Tao Zhang 042; Chenggang Yan 001; Radu Timofte (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

DPoser-X: Diffusion Model as Robust 3D Whole-body Human Pose Prior. - Junzhe Lu 001; Jing Lin; Hongkun Dou; Ailing Zeng; Yue Deng 001; Xian Liu; Zhongang Cai; Lei Yang; Yulun Zhang 001; Haoqian Wang; Ziwei Liu 002 (CoRR, 2025)

Audio-Assisted Face Video Restoration with Temporal and Identity Complementary Learning. - Yuqin Cao; Yixuan Gao; Wei Sun 029; Xiaohong Liu 001; Yulun Zhang 001; Xiongkuo Min (CoRR, 2025)

QuantVSR: Low-Bit Post-Training Quantization for Real-World Video Super-Resolution. - Bowen Chai; Zheng Chen 014; Libo Zhu; Wenbo Li; Yong Guo; Yulun Zhang 001 (CoRR, 2025)

Steering One-Step Diffusion Model with Fidelity-Rich Decoder for Fast Image Compression. - Zheng Chen 014; Mingde Zhou; Jinpei Guo; Jiale Yuan; Yifei Ji; Yulun Zhang 001 (CoRR, 2025)

SODiff: Semantic-Oriented Diffusion Model for JPEG Compression Artifacts Removal. - Tingyu Yang; Jue Gong; Jinpei Guo; Wenbo Li; Yong Guo; Yulun Zhang 001 (CoRR, 2025)

Segment Concealed Objects With Incomplete Supervision. - Chunming He; Kai Li 012; Yachao Zhang 001; Ziyun Yang; Youwei Pang; Longxiang Tang; Chengyu Fang 001; Yulun Zhang 001; Linghe Kong; Xiu Li 001; Sina Farsiu (IEEE Trans. Pattern Anal. Mach. Intell., 2025)