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Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement

IEEE International Conference on Computer Vision (ICCV), 2023

12 March 2023

Jing Lin

Radu Timofte

ArXiv (abs)PDF HTML HuggingFace (1 upvotes)Github (1191★)

Papers citing "Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement"

50 / 115 papers shown

Title
Beyond Darkness: Thermal-Supervised 3D Gaussian Splatting for Low-Light Novel View Synthesis Qingsen Ma Chen Zou Dianyun Wang Jia Wang Liuyu Xiang Zhaofeng He 3DGS 36 0 0 17 Nov 2025
IllumFlow: Illumination-Adaptive Low-Light Enhancement via Conditional Rectified Flow and Retinex Decomposition Wenyang Wei Yang yang Xixi Jia Xiangchu Feng Weiwei Wang Renzhen Wang 132 0 0 04 Nov 2025
Enhancing Diffusion-based Restoration Models via Difficulty-Adaptive Reinforcement Learning with IQA Reward Xiaohan Li Ruihang Chu Jian Wang Kun Zhou Wenjie Shu Harry Yang Ser-Nam Lim Hao Chen Liang Lin 205 0 0 03 Nov 2025
Luminance-Aware Statistical Quantization: Unsupervised Hierarchical Learning for Illumination Enhancement Derong Kong Zhixiong Yang Shengxi Li Shuaifeng Zhi Li Liu Zhen Liu Jingyuan Xia 145 0 0 03 Nov 2025
Delving into Cascaded Instability: A Lipschitz Continuity View on Image Restoration and Object Detection Synergy Qing Zhao Weijian Deng Pengxu Wei Ziyi Dong Hannan Lu Xiangyang Ji Liang Lin 64 0 0 28 Oct 2025
NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Results Xiaoning Liu Zongwei Wu Florin-Alexandru Vasluianu Hailong Yan Bin Ren ... Prashant Patil Santosh Kumar Vipparthi Subrahmanyam Murala Duan Liu W. Li 108 22 0 15 Oct 2025
Dynamic Weight-based Temporal Aggregation for Low-light Video Enhancement Ruirui Lin Guoxi Huang Nantheera Anantrasirichai 44 0 0 10 Oct 2025
ISALux: Illumination and Segmentation Aware Transformer Employing Mixture of Experts for Low Light Image Enhancement Raul Balmez Alexandru Brateanu Ciprian Orhei C. Ancuti Cosmin Ancuti 62 0 0 25 Aug 2025
RetinexDual: Retinex-based Dual Nature Approach for Generalized Ultra-High-Definition Image Restoration Mohab Kishawy Ali Abdellatif Hussein Jun Chen 84 0 0 06 Aug 2025
After the Party: Navigating the Mapping From Color to Ambient Lighting Florin-Alexandru Vasluianu Tim Seizinger Zongwei Wu Radu Timofte 132 0 0 04 Aug 2025
GT-Mean Loss: A Simple Yet Effective Solution for Brightness Mismatch in Low-Light Image Enhancement Jingxi Liao Shijie Hao Richang Hong Meng Wang 57 1 0 27 Jul 2025
ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Alexandru Brateanu Raul Balmez Ciprian Orhei C. Ancuti Cosmin Ancuti ViT OffRL 109 0 0 27 Jul 2025
UNICE: Training A Universal Image Contrast Enhancer Ruodai Cui Lei Zhang 63 0 0 23 Jul 2025
DFDNet: Dynamic Frequency-Guided De-Flare Network Minglong Xue Aoxiang Ning Shivakumara Palaiahnakote Mingliang Zhou 69 1 0 23 Jul 2025
IRGPT: Understanding Real-world Infrared Image with Bi-cross-modal Curriculum on Large-scale Benchmark Zhe Cao Jin Zhang Ruiheng Zhang VLM 83 1 0 19 Jul 2025
Towards Controllable Real Image Denoising with Camera Parameters Youngjin Oh J. Kwon Keuntek Lee N. Cho 92 2 0 02 Jul 2025
Learning to See in the Extremely Dark Hai Jiang Binhao Guan Zhen Liu Xiaohong Liu Jian Yu Zheng Liu Songchen Han Shuaicheng Liu DiffM 163 0 0 26 Jun 2025
BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Tongshun Zhang Pingping Liu Mengen Cai Zijian Zhang Yubing Lu Qiuzhan Zhou Mamba 247 0 0 23 Jun 2025
NTIRE 2025 Image Shadow Removal Challenge Report Florin-Alexandru Vasluianu Tim Seizinger Z. Zhou C. L. Philip Chen Zongwei Wu ... Suiyi Zhao Bo Wang Yan Luo M. Y. Wang Yilin Zhang 166 22 0 18 Jun 2025
Bidirectional Image-Event Guided Fusion Framework for Low-Light Image Enhancement Zhanwen Liu Huanna Song Yang Wang Nan Yang Shangyu Xie Yisheng An 160 0 0 06 Jun 2025
RT-X Net: RGB-Thermal cross attention network for Low-Light Image EnhancementInternational Conference on Information Photonics (ICIP), 2025 Raman Jha Adithya Lenka Mani Ramanagopal Aswin Sankaranarayanan Kaushik Mitra ViT 85 3 0 30 May 2025
Boosting All-in-One Image Restoration via Self-Improved Privilege Learning Gang Wu Junjun Jiang Kui Jiang Xianming Liu 141 2 0 30 May 2025
URWKV: Unified RWKV Model with Multi-state Perspective for Low-light Image RestorationComputer Vision and Pattern Recognition (CVPR), 2025 Rui Xu Yuzhen Niu Yuezhou Li Huangbiao Xu Wenxi Liu Yuzhong Chen 80 4 0 29 May 2025
Breaking Complexity Barriers: High-Resolution Image Restoration with Rank Enhanced Linear Attention Yuang Ai Huaibo Huang Tao Wu Qihang Fan Ran He 237 2 0 22 May 2025
PDE: Gene Effect Inspired Parameter Dynamic Evolution for Low-light Image Enhancement Tong Li Lizhi Wang Hansen Feng Lin Zhu Hua Huang DiffM 294 0 0 14 May 2025
A review of advancements in low-light image enhancement using deep learning Fangxue Liu Lei Fan 291 1 0 09 May 2025
FusionNet: Multi-model Linear Fusion Framework for Low-light Image Enhancement Kangbiao Shi Yixu Feng Tao Hu Yu Cao Peng Wu Yijin Liang Y. Zhang Qingsen Yan 250 1 0 27 Apr 2025
Towards Scale-Aware Low-Light Enhancement via Structure-Guided Transformer Design Wei Dong Yan Min Han Zhou Jun Chen ViT 191 2 0 18 Apr 2025
The Tenth NTIRE 2025 Image Denoising Challenge Report Lei-huan Sun Hang Guo Bin Ren Luc Van Gool Radu Timofte ... Kun Li Shengeng Tang Yu Zhang Weirun Zhou Haoxuan Lu 3DGS 349 21 0 16 Apr 2025
Towards Realistic Low-Light Image Enhancement via ISP Driven Data Modeling Zhihua Wang Yu Long Qinghua Lin Kai Zhang Yujiao Shi Yuming Fang Li Liu Simeng Qin 186 0 0 16 Apr 2025
Learning Physics-Informed Color-Aware Transforms for Low-Light Image Enhancement Xingxing Yang Jie Chen Zaifeng Yang 159 0 0 16 Apr 2025
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu Liqiang Nie VLM CLL 341 3 0 14 Apr 2025
ZipIR: Latent Pyramid Diffusion Transformer for High-Resolution Image Restoration Yongsheng Yu Haitian Zheng Zhifei Zhang Jianming Zhang Yuqian Zhou Connelly Barnes Yixiao Liu Wei Xiong Zhe Lin Jiebo Luo 287 1 0 11 Apr 2025
Nonlocal Retinex-Based Variational Model and its Deep Unfolding Twin for Low-Light Image Enhancement Daniel Torres Joan Duran Julia Navarro Catalina Sbert 158 0 0 10 Apr 2025
Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision Yuandong Pu Le Zhuo Kaiwen Zhu Liangbin Xie Wenlong Zhang Xiangyu Chen Peng Gao Botian Shi Chao Dong Yihao Liu MLLM 248 9 0 07 Apr 2025
DSwinIR: Rethinking Window-based Attention for Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu Liqiang Nie ViT 923 1 0 07 Apr 2025
SemiISP/SemiIE: Semi-Supervised Image Signal Processor and Image Enhancement Leveraging One-to-Many Mapping sRGB-to-RAW Masakazu Yoshimura Junji Otsuka Radu Berdan Takeshi Ohashi 250 0 0 03 Apr 2025
OwlSight: A Robust Illumination Adaptation Framework for Dark Video Human Action Recognition Shihao Cheng Jinlu Zhang Yue Liu Zhigang Tu VLM 169 1 0 30 Mar 2025
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration Shihao Zhou Dayu Li Jinshan Pan Juncheng Zhou Jinglei Shi Jufeng Yang 231 1 0 26 Mar 2025
LLGS: Unsupervised Gaussian Splatting for Image Enhancement and Reconstruction in Pure Dark EnvironmentIEEE International Conference on Robotics and Automation (ICRA), 2025 Haoran Wang Jingwei Huang Lu Yang Tianchen Deng Gaojing Zhang Mingrui Li 3DGS 215 1 0 24 Mar 2025
Multi-Agent Image Restoration Xu Jiang Ge Li Bin Chen Jian Zhang 311 3 0 12 Mar 2025
GM-MoE: Low-Light Enhancement with Gated-Mechanism Mixture-of-Experts Minwen Liao Hao Bo Dong Xinyi Wang Kurban Ubul Ziyang Yan Yihua Shao DiffM MoE 344 3 0 10 Mar 2025
Retinex-MEF: Retinex-based Glare Effects Aware Unsupervised Multi-Exposure Image Fusion Haowen Bai Jiangshe Zhang Zixiang Zhao Lilun Deng Yukun Cui Shuang Xu 261 2 0 10 Mar 2025
Illuminating Darkness: Learning to Enhance Low-light Images In-the-Wild S. Sharif Abdur Rehman Zain Ul Abidin R. A. Naqvi Fayaz Ali Dharejo Radu Timofte 273 2 0 10 Mar 2025
ERetinex: Event Camera Meets Retinex Theory for Low-Light Image EnhancementIEEE International Conference on Robotics and Automation (ICRA), 2025 Xuejian Guo Zhiqiang Tian Yuehang Wang Siqi Li Yu Jiang Shaoyi Du Yue Gao 212 2 0 04 Mar 2025
SEE: See Everything Every Time - Adaptive Brightness Adjustment for Broad Light Range Images via Events Yunfan Lu Xiaogang Xu Hao Lu Yanlin Qian Pengteng Li ... Bin Yang Junyi Li Qianyi Cai Weiyu Guo Hui Xiong 199 0 0 28 Feb 2025
HVI: A New Color Space for Low-light Image EnhancementComputer Vision and Pattern Recognition (CVPR), 2025 Qingsen Yan Yixu Feng Cheng Zhang Guansong Pang Kangbiao Shi Peng Wu Wei Dong Jinqiu Sun Yanning Zhang 273 52 0 27 Feb 2025
Discovering an Image-Adaptive Coordinate System for Photography ProcessingBritish Machine Vision Conference (BMVC), 2025 Ziteng Cui Lin Gu Tatsuya Harada 250 2 0 11 Jan 2025
UniRestorer: Universal Image Restoration via Adaptively Estimating Image Degradation at Proper Granularity Jingbo Lin Zhilu Zhang Wenbo Li Renjing Pei Hang Xu Hongzhi Zhang Wangmeng Zuo 443 5 0 28 Dec 2024
Rethinking Model Redundancy for Low-light Image Enhancement Tong Li Lizhi Wang Hansen Feng Lin Zhu Wanxuan Lu Hua Huang 274 0 0 21 Dec 2024

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Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement

Papers citing "Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement"