Underwater image enhancement by dehazing and color correction. - Chongyi Li; Jichang Guo (J. Electronic Imaging, 2015)

Single underwater image restoration by blue-green channels dehazing and red channel correction. - Chongyi Li; Jichang Quo; Yanwei Pang; Shanji Chen; Jian Wang 087 (ICASSP, 2016)

Underwater image restoration based on minimum information loss principle and optical properties of underwater imaging. - Chongyi Li; Jichang Guo; Shanji Chen; Yibin Tang; Yanwei Pang; Jian Wang 087 (ICIP, 2016)

Manmade target extraction based on multistage decision and its application for change detection in polarimetric synthetic aperture radar image. - Runmin Cong; Ping Han; Chongyi Li; Jiaji He; Zaiji Zhang (J. Electronic Imaging, 2016)

Single underwater image enhancement based on color cast removal and visibility restoration. - Chongyi Li; Jichang Guo; Bo Wang 070; Runmin Cong; Yan Zhang; Jian Wang 087 (J. Electronic Imaging, 2016)

Underwater Image Enhancement by Dehazing With Minimum Information Loss and Histogram Distribution Prior. - Chongyi Li; Jichang Guo; Runmin Cong; Yanwei Pang; Bo Wang 070 (IEEE Trans. Image Process., 2016)

Compressive sensing in wireless multimedia sensor networks based on low-rank approximation. - Yan Zhang; Jichang Guo; Chongyi Li (ICC, 2017)

DR-Net: Transmission Steered Single Image Dehazing Network with Weakly Supervised Refinement. - Chongyi Li; Jichang Guo; Fatih Porikli; Chunle Guo; Huazhu Fu; Xi Li 001 (CoRR, 2017)

A hybrid method for underwater image correction. - Chongyi Li; Jichang Guo; Chunle Guo; Runmin Cong; Jiachang Gong (Pattern Recognit. Lett., 2017)

Hierarchical feature concatenation-based kernel sparse representations for image categorization. - Bo Wang 070; Jichang Guo; Yan Zhang; Chongyi Li (Vis. Comput., 2017)

A Cascaded Convolutional Neural Network for Single Image Dehazing. - Chongyi Li; Jichang Guo; Fatih Porikli; Huazhu Fu; Yanwei Pang (IEEE Access, 2018)

Deep Underwater Image Enhancement. - Saeed Anwar; Chongyi Li; Fatih Porikli (CoRR, 2018)

Image compressed sensing based on non-convex low-rank approximation. - Yan Zhang; Jichang Guo; Chongyi Li (Multim. Tools Appl., 2018)

LightenNet: A Convolutional Neural Network for weakly illuminated image enhancement. - Chongyi Li; Jichang Guo; Fatih Porikli; Yanwei Pang (Pattern Recognit. Lett., 2018)

Emerging From Water: Underwater Image Color Correction Based on Weakly Supervised Color Transfer. - Chongyi Li; Jichang Guo; Chunle Guo (IEEE Signal Process. Lett., 2018)

An In-Depth Survey of Underwater Image Enhancement and Restoration. - Miao Yang; Jintong Hu; Chongyi Li; Gustavo K. Rohde; Yixiang Du; Ke Hu (IEEE Access, 2019)

A visual hierarchical framework based model for underwater image enhancement. - Bo Wang 070; Chongyi Li (Frontiers Comput. Sci., 2019)

Nested Network With Two-Stream Pyramid for Salient Object Detection in Optical Remote Sensing Images. - Chongyi Li; Runmin Cong; Junhui Hou; Sanyi Zhang; Yue Qian; Sam Kwong (IEEE Trans. Geosci. Remote. Sens., 2019)

Hierarchical Features Driven Residual Learning for Depth Map Super-Resolution. - Chunle Guo; Chongyi Li; Jichang Guo; Runmin Cong; Huazhu Fu; Ping Han (IEEE Trans. Image Process., 2019)

Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement. - Chunle Guo; Chongyi Li; Jichang Guo; Chen Change Loy; Junhui Hou; Sam Kwong; Runmin Cong (CVPR, 2020)

RGB-D Salient Object Detection with Cross-Modality Modulation and Selection. - Chongyi Li; Runmin Cong; Yongri Piao; Qianqian Xu; Chen Change Loy (ECCV (8), 2020)

NuI-Go: Recursive Non-Local Encoder-Decoder Network for Retinal Image Non-Uniform Illumination Removal. - Chongyi Li; Huazhu Fu; Runmin Cong; Zechao Li; Qianqian Xu (ACM Multimedia, 2020)

CoADNet: Collaborative Aggregation-and-Distribution Networks for Co-Salient Object Detection. - Qijian Zhang; Runmin Cong; Junhui Hou; Chongyi Li; Yao Zhao 001 (NeurIPS, 2020)

Flexible Piecewise Curves Estimation for Photo Enhancement. - Chongyi Li; Chunle Guo; Qiming Ai; Shangchen Zhou; Chen Change Loy (CoRR, 2020)

A parallel down-up fusion network for salient object detection in optical remote sensing images. - Chongyi Li; Runmin Cong; Chunle Guo; Hua Li 012; Chunjie Zhang; Feng Zheng; Yao Zhao 001 (Neurocomputing, 2020)

A Feature Selection Algorithm Based on Equal Interval Division and Minimal-Redundancy-Maximal-Relevance. - Xiangyuan Gu; Jichang Guo; Lijun Xiao; Tao Ming; Chongyi Li (Neural Process. Lett., 2020)

Underwater scene prior inspired deep underwater image and video enhancement. - Chongyi Li; Saeed Anwar; Fatih Porikli (Pattern Recognit., 2020)

Diving deeper into underwater image enhancement: A survey. - Saeed Anwar; Chongyi Li (Signal Process. Image Commun., 2020)

An Underwater Image Enhancement Benchmark Dataset and Beyond. - Chongyi Li; Chunle Guo; Wenqi Ren; Runmin Cong; Junhui Hou; Sam Kwong; Dacheng Tao (IEEE Trans. Image Process., 2020)

PDR-Net: Perception-Inspired Single Image Dehazing Network With Refinement. - Chongyi Li; Chunle Guo; Jichang Guo; Ping Han; Huazhu Fu; Runmin Cong (IEEE Trans. Multim., 2020)

Deep Retinal Image Non-Uniform Illumination Removal. - Chongyi Li; Huazhu Fu; Miao Yang; Runmin Cong; Chunle Guo (Generalization with Deep Learning, 2021)

Investigating Attention Mechanism in 3D Point Cloud Object Detection. - Shi Qiu 001; Yunfan Wu; Saeed Anwar; Chongyi Li (3DV, 2021)

Removing Diffraction Image Artifacts in Under-Display Camera via Dynamic Skip Connection Network. - Ruicheng Feng; Chongyi Li; Huaijin G. Chen; Shuai Li; Chen Change Loy; Jinwei Gu (CVPR, 2021)

A feature selection algorithm based on redundancy analysis and interaction weight. - Xiangyuan Gu; Jichang Guo; Chongyi Li; Lijun Xiao (Appl. Intell., 2021)

Lighting the Darkness in the Deep Learning Era. - Chongyi Li; Chunle Guo; Linghao Han; Jun Jiang; Ming-Ming Cheng; Jinwei Gu; Chen Change Loy (CoRR, 2021)

Bayesian retinex underwater image enhancement. - Peixian Zhuang; Chongyi Li; Jiamin Wu (Eng. Appl. Artif. Intell., 2021)

Stereo superpixel: An iterative framework based on parallax consistency and collaborative optimization. - Hua Li 012; Runmin Cong; Sam Kwong; Chuanbo Chen; Qianqian Xu; Chongyi Li (Inf. Sci., 2021)

Blind face images deblurring with enhancement. - Qing Qi; Jichang Guo; Chongyi Li; Lijun Xiao (Multim. Tools Appl., 2021)

Fast color balance and multi-path fusion for sandstorm image enhancement. - Bo Wang 070; Bowen Wei; Zitong Kang; Li Hu; Chongyi Li (Signal Image Video Process., 2021)

ASIF-Net: Attention Steered Interweave Fusion Network for RGB-D Salient Object Detection. - Chongyi Li; Runmin Cong; Sam Kwong; Junhui Hou; Huazhu Fu; Guopu Zhu; Dingwen Zhang; Qingming Huang (IEEE Trans. Cybern., 2021)

Underwater Image Enhancement via Medium Transmission-Guided Multi-Color Space Embedding. - Chongyi Li; Saeed Anwar; Junhui Hou; Runmin Cong; Chunle Guo; Wenqi Ren (IEEE Trans. Image Process., 2021)

Dense Attention Fluid Network for Salient Object Detection in Optical Remote Sensing Images. - Qijian Zhang; Runmin Cong; Chongyi Li; Ming-Ming Cheng; Yuming Fang; Xiaochun Cao; Yao Zhao 001; Sam Kwong (IEEE Trans. Image Process., 2021)

NTIRE 2022 Challenge on Night Photography Rendering. - Egor I. Ershov; Alexey Savchik; Denis A. Shepelev; Nikola Banic; Michael S. Brown; Radu Timofte; Karlo Koscevic; Michael Freeman; Vasily Tesalin; Dmitry Bocharov; Illya Semenkov; Marko Subasic; et al. (CVPR Workshops, 2022)

Image Dehazing Transformer with Transmission-Aware 3D Position Embedding. - Chunle Guo; Qixin Yan; Saeed Anwar; Runmin Cong; Wenqi Ren; Chongyi Li (CVPR, 2022)

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)

MIPI 2022 Challenge on RGB+ToF Depth Completion: Dataset and Report. - Wenxiu Sun; Qingpeng Zhu; Chongyi Li; Ruicheng Feng; Shangchen Zhou; Jun Jiang; Qingyu Yang; Chen Change Loy; Jinwei Gu; Dewang Hou; Kai Zhao; Liying Lu; et al. (ECCV Workshops (5), 2022)

MIPI 2022 Challenge on RGBW Sensor Re-mosaic: Dataset and Report. - Qingyu Yang; Guang Yang; Jun Jiang; Chongyi Li; Ruicheng Feng; Shangchen Zhou; Wenxiu Sun; Qingpeng Zhu; Chen Change Loy; Jinwei Gu; Lingchen Sun; Rongyuan Wu; et al. (ECCV Workshops (5), 2022)

MIPI 2022 Challenge on RGBW Sensor Fusion: Dataset and Report. - Qingyu Yang; Guang Yang; Jun Jiang; Chongyi Li; Ruicheng Feng; Shangchen Zhou; Wenxiu Sun; Qingpeng Zhu; Chen Change Loy; Jinwei Gu; Zhen Wang 029; Daoyu Li; et al. (ECCV Workshops (5), 2022)

MIPI 2022 Challenge on Quad-Bayer Re-mosaic: Dataset and Report. - Qingyu Yang; Guang Yang; Jun Jiang; Chongyi Li; Ruicheng Feng; Shangchen Zhou; Wenxiu Sun; Qingpeng Zhu; Chen Change Loy; Jinwei Gu; Zhen Wang 029; Daoyu Li; et al. (ECCV Workshops (5), 2022)

LEDNet: Joint Low-Light Enhancement and Deblurring in the Dark. - Shangchen Zhou; Chongyi Li; Chen Change Loy (ECCV (6), 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)

Normalization-based Feature Selection and Restitution for Pan-sharpening. - Man Zhou; Jie Huang 017; Keyu Yan; Gang Yang; Aiping Liu; Chongyi Li; Feng Zhao 004 (ACM Multimedia, 2022)

Flare7K: A Phenomenological Nighttime Flare Removal Dataset. - Yuekun Dai; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Chen Change Loy (NeurIPS, 2022)

Panchromatic and Multispectral Image Fusion via Alternating Reverse Filtering Network. - Keyu Yan; Man Zhou; Jie Huang 017; Feng Zhao 004; Chengjun Xie; Chongyi Li; Danfeng Hong (NeurIPS, 2022)

Towards Robust Blind Face Restoration with Codebook Lookup Transformer. - Shangchen Zhou; Kelvin C. K. Chan; Chongyi Li; Chen Change Loy (NeurIPS, 2022)

Deep Fourier Up-Sampling. - Man Zhou; Hu Yu 001; Jie Huang 017; Feng Zhao 004; Jinwei Gu; Chen Change Loy; Deyu Meng; Chongyi Li (NeurIPS, 2022)

Conditional mutual information-based feature selection algorithm for maximal relevance minimal redundancy. - Xiangyuan Gu; Jichang Guo; Lijun Xiao; Chongyi Li (Appl. Intell., 2022)

CuDi: Curve Distillation for Efficient and Controllable Exposure Adjustment. - Chongyi Li; Chunle Guo; Ruicheng Feng; Shangchen Zhou; Chen Change Loy (CoRR, 2022)

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 (CoRR, 2022)

MIPI 2022 Challenge on RGB+ToF Depth Completion: Dataset and Report. - Wenxiu Sun; Qingpeng Zhu; Chongyi Li; Ruicheng Feng; Shangchen Zhou; Jun Jiang; Qingyu Yang; Chen Change Loy; Jinwei Gu (CoRR, 2022)

MIPI 2022 Challenge on Quad-Bayer Re-mosaic: Dataset and Report. - Qingyu Yang; Guang Yang; Jun Jiang; Chongyi Li; Ruicheng Feng; Shangchen Zhou; Wenxiu Sun; Qingpeng Zhu; Chen Change Loy; Jinwei Gu (CoRR, 2022)

MIPI 2022 Challenge on RGBW Sensor Fusion: Dataset and Report. - Qingyu Yang; Guang Yang; Jun Jiang; Chongyi Li; Ruicheng Feng; Shangchen Zhou; Wenxiu Sun; Qingpeng Zhu; Chen Change Loy; Jinwei Gu (CoRR, 2022)

MIPI 2022 Challenge on RGBW Sensor Re-mosaic: Dataset and Report. - Qingyu Yang; Guang Yang; Jun Jiang; Chongyi Li; Ruicheng Feng; Shangchen Zhou; Wenxiu Sun; Qingpeng Zhu; Chen Change Loy; Jinwei Gu (CoRR, 2022)

BeautyREC: Robust, Efficient, and Content-preserving Makeup Transfer. - Qixin Yan; Chunle Guo; Jixin Zhao; Yuekun Dai; Chen Change Loy; Chongyi Li (CoRR, 2022)

Nighttime image dehazing using color cast removal and dual path multi-scale fusion strategy. - Bo Wang 070; Li Hu; Bowen Wei; Zitong Kang; Chongyi Li (Frontiers Comput. Sci., 2022)

Underwater image enhancement by maximum-likelihood based adaptive color correction and robust scattering removal. - Bo Wang 070; Zitong Kang; Pengwei Dong; Fan Wang 005; Peng Ma; Jiajing Bai; Pengwei Liang; Chongyi Li (Frontiers Comput. Sci., 2022)

Multi-scale and multi-patch transformer for sandstorm image enhancement. - Pengwei Liang; Wenyu Ding; Lu Fan; Haoyu Wang; Zihong Li; Fan Yang; Bo Wang 070; Chongyi Li (J. Vis. Commun. Image Represent., 2022)

Salient object detection in low-light images via functional optimization-inspired feature polishing. - Huihui Yue; Jichang Guo; Xiangjun Yin; Yi Zhang 107; Sida Zheng; Zenan Zhang; Chongyi Li (Knowl. Based Syst., 2022)

The Orientation Estimation of Elongated Underground Objects via Multipolarization Aggregation and Selection Neural Network. - Hai-Han Sun; Yee Hui Lee; Chongyi Li; Lai Fern Ow; Mohamed Lokman Mohd Yusof; Abdulkadir C. Yucel (IEEE Geosci. Remote. Sens. Lett., 2022)

SSTNet: Spatial, Spectral, and Texture Aware Attention Network Using Hyperspectral Image for Corn Variety Identification. - Weidong Zhang 007; Zexu Li; Hai-Han Sun; Qiang Zhang 011; Peixian Zhuang; Chongyi Li (IEEE Geosci. Remote. Sens. Lett., 2022)

A Feature Selection Algorithm Based on Equal Interval Division and Conditional Mutual Information. - Xiangyuan Gu; Jichang Guo; Tao Ming; Lijun Xiao; Chongyi Li (Neural Process. Lett., 2022)

Low-Light Image and Video Enhancement Using Deep Learning: A Survey. - Chongyi Li; Chunle Guo; Linghao Han; Jun Jiang; Ming-Ming Cheng; Jinwei Gu; Chen Change Loy (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Learning to Enhance Low-Light Image via Zero-Reference Deep Curve Estimation. - Chongyi Li; Chunle Guo; Chen Change Loy (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Multiscale transunet + + : dense hybrid U-Net with transformer for medical image segmentation. - Bo Wang 070; Fan Wang 005; Pengwei Dong; Chongyi Li (Signal Image Video Process., 2022)

Underwater Image Enhancement Quality Evaluation: Benchmark Dataset and Objective Metric. - Qiuping Jiang; Yuese Gu; Chongyi Li; Runmin Cong; Feng Shao 001 (IEEE Trans. Circuits Syst. Video Technol., 2022)

GIFM: An Image Restoration Method With Generalized Image Formation Model for Poor Visible Conditions. - Zheng Liang 001; Weidong Zhang 007; Rui Ruan; Peixian Zhuang; Chongyi Li (IEEE Trans. Geosci. Remote. Sens., 2022)

Estimating Parameters of the Tree Root in Heterogeneous Soil Environments via Mask-Guided Multi-Polarimetric Integration Neural Network. - Hai-Han Sun; Yee Hui Lee; Qiqi Dai; Chongyi Li; Genevieve Ow; Mohamed Lokman Mohd Yusof; Abdulkadir C. Yucel (IEEE Trans. Geosci. Remote. Sens., 2022)

CIR-Net: Cross-Modality Interaction and Refinement for RGB-D Salient Object Detection. - Runmin Cong; Qinwei Lin; Chen Zhang 013; Chongyi Li; Xiaochun Cao; Qingming Huang; Yao Zhao 001 (IEEE Trans. Image Process., 2022)

Under-Display Camera Image Enhancement via Cascaded Curve Estimation. - Jun Luo 012; Wenqi Ren; Tao Wang 074; Chongyi Li; Xiaochun Cao (IEEE Trans. Image Process., 2022)

Underwater Image Enhancement via Minimal Color Loss and Locally Adaptive Contrast Enhancement. - Weidong Zhang 007; Peixian Zhuang; Hai-Han Sun; Guohou Li; Sam Kwong; Chongyi Li (IEEE Trans. Image Process., 2022)

Underwater Image Enhancement With Hyper-Laplacian Reflectance Priors. - Peixian Zhuang; Jiamin Wu; Fatih Porikli; Chongyi Li (IEEE Trans. Image Process., 2022)

Underwater Ranker: Learn Which Is Better and How to Be Better. - Chunle Guo; Ruiqi Wu; Xin Jin 005; Linghao Han; Weidong Zhang 007; Zhi Chai; Chongyi Li (AAAI, 2023)

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)

Nighttime Smartphone Reflective Flare Removal Using Optical Center Symmetry Prior. - Yuekun Dai; Yihang Luo; Shangchen Zhou; Chongyi Li; Chen Change Loy (CVPR, 2023)

Generating Aligned Pseudo-Supervision from Non-Aligned Data for Image Restoration in Under-Display Camera. - Ruicheng Feng; Chongyi Li; Huaijin G. Chen; Shuai Li; Jinwei Gu; Chen Change Loy (CVPR, 2023)

DNF: Decouple and Feedback Network for Seeing in the Dark. - Xin Jin 005; Linghao Han; Zhen Li 031; Chun-Le Guo; Zhi Chai; Chongyi Li (CVPR, 2023)

FlexiCurve: Flexible Piecewise Curves Estimation for Photo Retouching. - Chongyi Li; Chunle Guo; Shangchen Zhou; Qiming Ai; Ruicheng Feng; Chen Change Loy (CVPR Workshops, 2023)

MIPI 2023 Challenge on RGBW Remosaic: Methods and Results. - Qianhui Sun 002; Qingyu Yang; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Yuekun Dai; Wenxiu Sun; Qingpeng Zhu; Chen Change Loy; Jinwei Gu; Yuqing Liu; Hongyuan Yu; et al. (CVPR Workshops, 2023)

MIPI 2023 Challenge on RGBW Fusion: Methods and Results. - Qianhui Sun 002; Qingyu Yang; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Yuekun Dai; Wenxiu Sun; Qingpeng Zhu; Chen Change Loy; Jinwei Gu; Hongyuan Yu; Yuqing Liu; et al. (CVPR Workshops, 2023)

RIDCP: Revitalizing Real Image Dehazing via High-Quality Codebook Priors. - Ruiqi Wu; Zheng-Peng Duan; Chun-Le Guo; Zhi Chai; Chongyi Li (CVPR, 2023)

Learning Semantic-Aware Knowledge Guidance for Low-Light Image Enhancement. - Yuhui Wu 001; Chen Pan; Guoqing Wang 001; Yang Yang 003; Jiwei Wei; Chongyi Li; Heng Tao Shen (CVPR, 2023)

BeautyREC: Robust, Efficient, and Component-Specific Makeup Transfer. - Qixin Yan; Chunle Guo; Jixin Zhao; Yuekun Dai; Chen Change Loy; Chongyi Li (CVPR Workshops, 2023)

MIPI 2023 Challenge on RGB+ToF Depth Completion: Methods and Results. - Qingpeng Zhu; Wenxiu Sun; Yuekun Dai; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Qianhui Sun 002; Chen Change Loy; Jinwei Gu; Yi Yu; Yangke Huang; Kang Zhang; et al. (CVPR Workshops, 2023)

Lighting Every Darkness in Two Pairs : A Calibration-Free Pipeline for RAW Denoising. - Xin Jin 005; Jia-Wen Xiao; Linghao Han; Chunle Guo; Ruixun Zhang; Xialei Liu; Chongyi Li (ICCV, 2023)

Iterative Prompt Learning for Unsupervised Backlit Image Enhancement. - Zhexin Liang; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Chen Change Loy (ICCV, 2023)

Troubleshooting Ethnic Quality Bias with Curriculum Domain Adaptation for Face Image Quality Assessment. - Fu-Zhao Ou; Baoliang Chen; Chongyi Li; Shiqi Wang 001; Sam Kwong (ICCV, 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)

Improving Lens Flare Removal with General-Purpose Pipeline and Multiple Light Sources Recovery. - Yuyan Zhou; Dong Liang 008; Songcan Chen; Sheng-Jun Huang; Shuo Yang; Chongyi Li (ICCV, 2023)

ProPainter: Improving Propagation and Transformer for Video Inpainting. - Shangchen Zhou; Chongyi Li; Kelvin C. K. Chan; Chen Change Loy (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)

Embedding Fourier for Ultra-High-Definition Low-Light Image Enhancement. - Chongyi Li; Chun-Le Guo; Man Zhou; Zhexin Liang; Shangchen Zhou; Ruicheng Feng; Chen Change Loy (ICLR, 2023)

Fourmer: An Efficient Global Modeling Paradigm for Image Restoration. - Man Zhou; Jie Huang 017; Chun-Le Guo; Chongyi Li (ICML, 2023)

Transition-constant Normalization for Image Enhancement. - Jie Huang 017; Man Zhou; Jinghao Zhang; Gang Yang; Mingde Yao; Chongyi Li; Zhiwei Xiong; Feng Zhao 004 (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)

Learning Semantic-Aware Knowledge Guidance for Low-Light Image Enhancement. - Yuhui Wu 001; Chen Pan; Guoqing Wang 001; Yang Yang 002; Jiwei Wei; Chongyi Li; Heng Tao Shen (CoRR, 2023)

MIPI 2023 Challenge on RGBW Fusion: Methods and Results. - Qianhui Sun 002; Qingyu Yang; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Yuekun Dai; Wenxiu Sun; Qingpeng Zhu; Chen Change Loy; Jinwei Gu (CoRR, 2023)

MIPI 2023 Challenge on RGBW Remosaic: Methods and Results. - Qianhui Sun 002; Qingyu Yang; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Yuekun Dai; Wenxiu Sun; Qingpeng Zhu; Chen Change Loy; Jinwei Gu (CoRR, 2023)

Unlocking Low-Light-Rainy Image Restoration by Pairwise Degradation Feature Vector Guidance. - Xin Lin; Jingtong Yue; Chao Ren 002; Chun-Le Guo; Chongyi Li (CoRR, 2023)

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 (CoRR, 2023)

Decomposition Ascribed Synergistic Learning for Unified Image Restoration. - Jinghao Zhang; Jie Huang 017; Man Zhou; Chongyi Li; Feng Zhao 004 (CoRR, 2023)

LAMP: Learn A Motion Pattern for Few-Shot-Based Video Generation. - Ruiqi Wu; Liangyu Chen; Tong Yang; Chunle Guo; Chongyi Li; Xiangyu Zhang (CoRR, 2023)

Is Underwater Image Enhancement All Object Detectors Need? - Yudong Wang 002; Jichang Guo; Wanru He; Huan Gao; Huihui Yue; Zenan Zhang; Chongyi Li (CoRR, 2023)

WaterHE-NeRF: Water-ray Tracing Neural Radiance Fields for Underwater Scene Reconstruction. - Jingchun Zhou; Tianyu Liang; Zongxin He; Dehuan Zhang; Weishi Zhang; Xianping Fu; Chongyi Li (CoRR, 2023)

IA2U: A Transfer Plugin with Multi-Prior for In-Air Model to Underwater. - Jingchun Zhou; Qilin Gai; Weishi Zhang; Kin-Man Lam 001; Xianping Fu; Ting Li; Chongyi Li (CoRR, 2023)

DGNet: Dynamic Gradient-guided Network with Noise Suppression for Underwater Image Enhancement. - Jingchun Zhou; Zongxin He; Dehuan Zhang; Kin-Man Lam 001; Weishi Zhang; Xianping Fu; Yi Wang; Chongyi Li (CoRR, 2023)

ReCo-Diff: Explore Retinex-Based Condition Strategy in Diffusion Model for Low-Light Image Enhancement. - Yuhui Wu 001; Guoqing Wang 001; Zhiwen Wang 004; Yang Yang 002; Tianyu Li; Peng Wang 023; Chongyi Li; Heng Tao Shen (CoRR, 2023)

Towards Flexible, Scalable, and Adaptive Multi-Modal Conditioned Face Synthesis. - Jingjing Ren; Cheng Xu; Haoyu Chen 003; Xinran Qin; Chongyi Li; Lei Zhu 003 (CoRR, 2023)

Underwater Image Enhancement via Piecewise Color Correction and Dual Prior Optimized Contrast Enhancement. - Weidong Zhang 007; Songlin Jin; Peixian Zhuang; Zheng Liang 001; Chongyi Li (IEEE Signal Process. Lett., 2023)

PUGAN: Physical Model-Guided Underwater Image Enhancement Using GAN With Dual-Discriminators. - Runmin Cong; Wenyu Yang; Wei Zhang 021; Chongyi Li; Chun-Le Guo; Qingming Huang; Sam Kwong (IEEE Trans. Image Process., 2023)

A Perception-Aware Decomposition and Fusion Framework for Underwater Image Enhancement. - Yaozu Kang; Qiuping Jiang; Chongyi Li; Wenqi Ren; Hantao Liu; Pengjun Wang (IEEE Trans. Circuits Syst. Video Technol., 2023)

Global-and-Local Collaborative Learning for Co-Salient Object Detection. - Runmin Cong; Ning Yang 008; Chongyi Li; Huazhu Fu; Yao Zhao 001; Qingming Huang; Sam Kwong (IEEE Trans. Cybern., 2023)

Embedding Global Contrastive and Local Location in Self-Supervised Learning. - Wenyi Zhao; Chongyi Li; Weidong Zhang 007; Lu Yang 006; Peixian Zhuang; Lingqiao Li; Kefeng Fan; Huihua Yang (IEEE Trans. Circuits Syst. Video Technol., 2023)

Learning to remove sandstorm for image enhancement. - Pengwei Liang; Pengwei Dong; Fan Wang 005; Peng Ma; Jiajing Bai; Bo Wang 070; Chongyi Li (Vis. Comput., 2023)

Synergistic Multiscale Detail Refinement via Intrinsic Supervision for Underwater Image Enhancement. - Dehuan Zhang; Jingchun Zhou; Chunle Guo; Weishi Zhang; Chongyi Li (AAAI, 2024)

AMSP-UOD: When Vortex Convolution and Stochastic Perturbation Meet Underwater Object Detection. - Jingchun Zhou; Zongxin He; Kin-Man Lam 001; Yudong Wang 002; Weishi Zhang; Chunle Guo; Chongyi Li (AAAI, 2024)

MIPI 2024 Challenge on Few-shot RAW Image Denoising: Methods and Results. - Xin Jin 005; Chunle Guo; Xiaoming Li 002; Zongsheng Yue; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Yuekun Dai; Peiqing Yang 001; Chen Change Loy; Ruoqi Li; Chang Liu 030; et al. (CVPR Workshops, 2024)

MIPI 2024 Challenge on Nighttime Flare Removal: Methods and Results. - Yuekun Dai; Dafeng Zhang; Xiaoming Li 002; Zongsheng Yue; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Peiqing Yang 001; Zhezhu Jin; Guanqun Liu 005; Chen Change Loy (CVPR Workshops, 2024)

Learning Inclusion Matching for Animation Paint Bucket Colorization. - Yuekun Dai; Shangchen Zhou; Qinyue Li; Chongyi Li; Chen Change Loy (CVPR, 2024)

Fourier Priors-Guided Diffusion for Zero-Shot Joint Low-Light Enhancement and Deblurring. - Xiaoqian Lv; Shengping Zhang; Chenyang Wang; Yichen Zheng; Bineng Zhong; Chongyi Li; Liqiang Nie (CVPR, 2024)

CLIB-FIQA: Face Image Quality Assessment with Confidence Calibration. - Fu-Zhao Ou; Chongyi Li; Shiqi Wang 001; Sam Kwong (CVPR, 2024)

LAMP: Learn A Motion Pattern for Few-Shot Video Generation. - Ruiqi Wu; Liangyu Chen; Tong Yang; Chunle Guo; Chongyi Li; Xiangyu Zhang (CVPR, 2024)

MIPI 2024 Challenge on Demosaic for Hybridevs Camera: Methods and Results. - Yaqi Wu; Zhihao Fan; Xiaofeng Chu; Jimmy S. Ren; Xiaoming Li 002; Zongsheng Yue; Chongyi Li; Shangcheng Zhou; Ruicheng Feng; Yuekun Dai; Peiqing Yang 001; Chen Change Loy; et al. (CVPR Workshops, 2024)

Kalman-Inspired Feature Propagation for Video Face Super-Resolution. - Ruicheng Feng; Chongyi Li; Chen Change Loy (ECCV (26), 2024)

Restore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image Restoration. - Chu-Jie Qin; Ruiqi Wu; Zikun Liu; Xin Lin; Chun-Le Guo; Hyun Hee Park; Chongyi Li (ECCV (45), 2024)

Adaptive Window Pruning for Efficient Local Motion Deblurring. - Haoying Li; Jixin Zhao; Shangchen Zhou; Huajun Feng; Chongyi Li; Chen Change Loy (ICLR, 2024)

JoReS-Diff: Joint Retinex and Semantic Priors in Diffusion Model for Low-light Image Enhancement. - Yuhui Wu 001; Guoqing Wang 001; Zhiwen Wang 004; Yang Yang 002; Tianyu Li; Malu Zhang; Chongyi Li; Heng Tao Shen (ACM Multimedia, 2024)

Generalizing ISP Model by Unsupervised Raw-to-raw Mapping. - Dongyu Xie; Chaofan Qiao; Lanyue Liang; Zhiwen Wang 004; Tianyu Li; Qiao Liu 003; Chongyi Li; Guoqing Wang 001; Yang Yang 002 (ACM Multimedia, 2024)

Lighting Every Darkness with 3DGS: Fast Training and Real-Time Rendering for HDR View Synthesis. - Xin Jin 005; Pengyi Jiao; Zheng-Peng Duan; Xingchao Yang; Chongyi Li; Chun-Le Guo; Bo Ren 003 (NeurIPS, 2024)

The Devil is in the Details: Boosting Guided Depth Super-Resolution via Rethinking Cross-Modal Alignment and Aggregation. - Xinni Jiang; Zengsheng Kuang; Chunle Guo; Ruixun Zhang; Lei Cai; Xiao Fan; Chongyi Li (CoRR, 2024)

Control Color: Multimodal Diffusion-based Interactive Image Colorization. - Zhexin Liang; Zhaochen Li; Shangchen Zhou; Chongyi Li; Chen Change Loy (CoRR, 2024)

MIPI 2024 Challenge on Nighttime Flare Removal: Methods and Results. - Yuekun Dai; Dafeng Zhang; Xiaoming Li 002; Zongsheng Yue; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Peiqing Yang 001; Zhezhu Jin; Guanqun Liu 005; Chen Change Loy; Lize Zhang; et al. (CoRR, 2024)

DiffRetouch: Using Diffusion to Retouch on the Shoulder of Experts. - Zheng-Peng Duan; Jiawei Zhang 002; Zheng Lin 005; Xin Jin 005; Dongqing Zou; Chunle Guo; Chongyi Li (CoRR, 2024)

Underwater Object Detection in the Era of Artificial Intelligence: Current, Challenge, and Future. - Long Chen 019; Yuzhi Huang; Junyu Dong; Qi Xu; Sam Kwong; Huimin Lu; Huchuan Lu; Chongyi Li (CoRR, 2024)

Paint Bucket Colorization Using Anime Character Color Design Sheets. - Yuekun Dai; Qinyue Li; Shangchen Zhou; Yihang Luo; Chongyi Li; Chen Change Loy (CoRR, 2024)

EvalMuse-40K: A Reliable and Fine-Grained Benchmark with Comprehensive Human Annotations for Text-to-Image Generation Model Evaluation. - Shuhao Han; Haotian Fan; Jiachen Fu; Liang Li; Tao Li; Junhui Cui; Yunqiu Wang; Yang Tai; Jingwei Sun; Chunle Guo; Chongyi Li (CoRR, 2024)

Transformer with large convolution kernel decoder network for salient object detection in optical remote sensing images. - Pengwei Dong; Bo Wang 070; Runmin Cong; Hai-Han Sun; Chongyi Li (Comput. Vis. Image Underst., 2024)

CAT: A lightweight Color-aware Transformer for sandstorm image enhancement. - Zhengwei Guo; Bo Wang 070; Chongyi Li (Displays, 2024)

CVANet: Cascaded visual attention network for single image super-resolution. - Weidong Zhang 007; Wenyi Zhao; Jia Li 019; Peixian Zhuang; Hai-Han Sun; Yibo Xu; Chongyi Li (Neural Networks, 2024)

GACNet: Generate Adversarial-Driven Cross-Aware Network for Hyperspectral Wheat Variety Identification. - Weidong Zhang 007; Zexu Li; Guohou Li; Peixian Zhuang; Guojia Hou; Qiang Zhang 011; Chongyi Li (IEEE Trans. Geosci. Remote. Sens., 2024)

Perception-Driven Deep Underwater Image Enhancement Without Paired Supervision. - Qiuping Jiang; Yaozu Kang; Zhihua Wang 002; Wenqi Ren; Chongyi Li (IEEE Trans. Multim., 2024)

Salient Object Detection Toward Single-Pixel Imaging. - Huihui Yue; Jichang Guo; Xiangjun Yin; Yi Zhang 107; Bihan Wen; Chongyi Li (IEEE Trans. Circuits Syst. Video Technol., 2024)

TIENet: task-oriented image enhancement network for degraded object detection. - Yudong Wang 002; Jichang Guo; Ruining Wang; Wanru He; Chongyi Li (Signal Image Video Process., 2024)

Non-Uniform Illumination Underwater Image Restoration via Illumination Channel Sparsity Prior. - Guojia Hou; Nan Li; Peixian Zhuang; Kunqian Li; Hai-Han Sun; Chongyi Li (IEEE Trans. Circuits Syst. Video Technol., 2024)

Underwater Image Quality Improvement via Color, Detail, and Contrast Restoration. - Zheng Liang 001; Weidong Zhang 007; Rui Ruan; Peixian Zhuang; Xiwang Xie; Chongyi Li (IEEE Trans. Circuits Syst. Video Technol., 2024)

Underwater Image Enhancement via Weighted Wavelet Visual Perception Fusion. - Weidong Zhang 007; Ling Zhou 003; Peixian Zhuang; Guohou Li; Xipeng Pan; Wenyi Zhao; Chongyi Li (IEEE Trans. Circuits Syst. Video Technol., 2024)

HCLR-Net: Hybrid Contrastive Learning Regularization with Locally Randomized Perturbation for Underwater Image Enhancement. - Jingchun Zhou; Jiaming Sun; Chongyi Li; Qiuping Jiang; Man Zhou; Kin-Man Lam 001; Weishi Zhang; Xianping Fu (Int. J. Comput. Vis., 2024)

Rethinking Pan-Sharpening in Closed-Loop Regularization. - Man Zhou; Jie Huang 017; Danfeng Hong; Feng Zhao 004; Chongyi Li; Jocelyn Chanussot (IEEE Trans. Neural Networks Learn. Syst., 2024)

Correction: HCLR-Net: Hybrid Contrastive Learning Regularization with Locally Randomized Perturbation for Underwater Image Enhancement. - Jingchun Zhou; Jiaming Sun; Chongyi Li; Qiuping Jiang; Man Zhou; Kin-Man Lam 001; Weishi Zhang; Xianping Fu (Int. J. Comput. Vis., 2024)

Flare7K++: Mixing Synthetic and Real Datasets for Nighttime Flare Removal and Beyond. - Yuekun Dai; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Yihang Luo; Chen Change Loy (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Towards a Flexible Semantic Guided Model for Single Image Enhancement and Restoration. - Yuhui Wu 001; Guoqing Wang 001; Shaochong Liu; Yang Yang 002; Wei Liu 005; Xiongxin Tang; Shuhang Gu; Chongyi Li; Heng Tao Shen (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

A Diffusion-Based Framework for Occluded Object Movement. - Zheng-Peng Duan; Jiawei Zhang 002; Siyu Liu; Zheng Lin 005; Chun-Le Guo; Dongqing Zou; Jimmy S. J. Ren; Chongyi Li (AAAI, 2025)

DiffRetouch: Using Diffusion to Retouch on the Shoulder of Experts. - Zheng-Peng Duan; Jiawei Zhang 002; Zheng Lin 005; Xin Jin 005; Xundong Wang; Dongqing Zou; Chun-Le Guo; Chongyi Li (AAAI, 2025)

FaceMe: Robust Blind Face Restoration with Personal Identification. - Siyu Liu; Zheng-Peng Duan; Jia Ouyang; Jiayi Fu; Hyunhee Park; Zikun Liu; Chun-Le Guo; Chongyi Li (AAAI, 2025)

Classic Video Denoising in a Machine Learning World: Robust, Fast, and Controllable. - Xin Jin 005; Simon Niklaus; Zhoutong Zhang; Zhihao Xia; Chunle Guo; Yuting Yang; Jiawen Chen 001; Chongyi Li (CVPR, 2025)

Iterative Predictor-Critic Code Decoding for Real-World Image Dehazing. - Jiayi Fu; Siyu Liu; Zikun Liu; Chun-Le Guo; Hyunhee Park; Ruiqi Wu; Guoqing Wang 001; Chongyi Li (CVPR, 2025)

NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment. - Shuhao Han; Haotian Fan; Fangyuan Kong; Wenjie Liao; Chunle Guo; Chongyi Li; Radu Timofte; Liang Li; Tao Li; Junhui Cui; Yunqiu Wang; Yang Tai; et al. (CVPR Workshops, 2025)

NTIRE 2025 Challenge on Efficient Burst HDR and Restoration: Datasets, Methods, and Results. - Sangmin Lee; Eunpil Park; Angel Canelo; Hyunhee Park; Youngjo Kim; Hyung-Ju Chun; Xin Jin; Chongyi Li; Chun-Le Guo; Radu Timofte; Qi Wu; Tianheng Qiu; et al. (CVPR Workshops, 2025)

Image colorization: A survey and dataset. - Saeed Anwar; Muhammad Tahir 006; Chongyi Li; Ajmal Mian; Fahad Shahbaz Khan; Abdul Wahab Muzaffar (Inf. Fusion, 2025)

Semantic segmentation in adverse scenes with fewer labeled images. - Guanhua An; Jichang Guo; Chunle Guo; Yudong Wang 002; Chongyi Li (Neural Networks, 2025)

Data-driven gradient priors integrated into blind image deblurring. - Qing Qi; Jichang Guo; Chongyi Li (Signal Process. Image Commun., 2025)

Deep Underwater Image Quality Assessment With Explicit Degradation Awareness Embedding. - Qiuping Jiang; Yuese Gu; Zongwei Wu; Chongyi Li; Huan Xiong; Feng Shao 001; Zhihua Wang 002 (IEEE Trans. Image Process., 2025)

Heterogeneous Experts and Hierarchical Perception for Underwater Salient Object Detection. - Mingfeng Zha; Guoqing Wang 001; Yunqiang Pei; Tianyu Li; Xiongxin Tang; Chongyi Li; Yang Yang 002; Heng Tao Shen (IEEE Trans. Image Process., 2025)

DiT4SR: Taming Diffusion Transformer for Real-World Image Super-Resolution. - Zheng-Peng Duan; Jiawei Zhang 002; Xin Jin 005; Ziheng Zhang; Zheng Xiong; Dongqing Zou; Jimmy S. Ren; Chun-Le Guo; Chongyi Li (CoRR, 2025)

Toward Generalized and Realistic Unpaired Image Dehazing via Region-Aware Physical Constraints. - Kaihao Lin; Guoqing Wang 001; Tianyu Li; Yuhui Wu 001; Chongyi Li; Yang Yang 002; Heng Tao Shen (IEEE Trans. Circuits Syst. Video Technol., 2025)

NTIRE 2025 Challenge on Efficient Burst HDR and Restoration: Datasets, Methods, and Results. - Sangmin Lee; Eunpil Park; Angel Canelo; Hyunhee Park; Youngjo Kim; Hyung-Ju Chun; Xin Jin; Chongyi Li; Chun-Le Guo; Radu Timofte; Qi Wu; Tianheng Qiu; et al. (CoRR, 2025)

NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment. - Shuhao Han; Haotian Fan; Fangyuan Kong; Wenjie Liao; Chunle Guo; Chongyi Li; Radu Timofte; Liang Li; Tao Li; Junhui Cui; Yunqiu Wang; Yang Tai; et al. (CoRR, 2025)

DIPO: Dual-State Images Controlled Articulated Object Generation Powered by Diverse Data. - Ruiqi Wu; Xinjie Wang; Liu Liu; Chunle Guo; Jiaxiong Qiu; Chongyi Li; Lichao Huang; Zhizhong Su; Ming-Ming Cheng (CoRR, 2025)

3D-UIR: 3D Gaussian for Underwater 3D Scene Reconstruction via Physics Based Appearance-Medium Decoupling. - Jieyu Yuan; Yujun Li; Yuanlin Zhang 009; Chunle Guo; Xiongxin Tang; Ruixing Wang; Chongyi Li (CoRR, 2025)

A Systematic Investigation on Deep Learning-Based Omnidirectional Image and Video Super-Resolution. - Qianqian Zhao; Chunle Guo; Tianyi Zhang; Junpei Zhang; Peiyang Jia; Tan Su; Wenjie Jiang; Chongyi Li (CoRR, 2025)

Incorporating Uncertainty-Guided and Top-k Codebook Matching for Real-World Blind Image Super-Resolution. - Weilei Wen; Tianyi Zhang; Qianqian Zhao; Zhaohui Zheng; Chunle Guo; Xiuli Shao; Chongyi Li (CoRR, 2025)

Tree-Mamba: A Tree-Aware Mamba for Underwater Monocular Depth Estimation. - Peixian Zhuang; Yijian Wang; Zhenqi Fu; Hongliang Zhang; Sam Kwong; Chongyi Li (CoRR, 2025)

A General Spatial-Frequency Learning Framework for Multimodal Image Fusion. - Man Zhou; Jie Huang 017; Keyu Yan; Danfeng Hong; Xiuping Jia; Jocelyn Chanussot; Chongyi Li (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

TimeMachine: Fine-Grained Facial Age Editing with Identity Preservation. - Yilin Mi; Qixin Yan; Zheng-Peng Duan; Chunle Guo; Hubery Yin; Hao Liu; Chen Li; Chongyi Li (CoRR, 2025)

ViDA-UGC: Detailed Image Quality Analysis via Visual Distortion Assessment for UGC Images. - Wenjie Liao; Jieyu Yuan; Yifang Xu; Chunle Guo; Zilong Zhang; Jihong Li; Jiachen Fu; Haotian Fan; Tao Li; Junhui Cui; Chongyi Li (CoRR, 2025)

Frequency-Driven Inverse Kernel Prediction for Single Image Defocus Deblurring. - Ying Zhang; Xiongxin Tang; Chongyi Li; Qiao Chen; Yuquan Wu (CoRR, 2025)