Low-Light Image Enhancement

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3 papers in the last four weeks, down 57% on the four weeks before. 0.0% of all new papers.

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  1. Low Light Image Enhancement Challenge at NTIRE 2026

    Apr 19, 2026George Ciubotariu, Sharif S M A, Abdur Rehman +90Low-Light Image EnhancementImage Denoising

  2. NTIRE 2026 The 3rd Restore Any Image Model (RAIM) Challenge: AI Flash Portrait (Track 3)

    Apr 13, 2026Ya-nan Guan, Shaonan Zhang, Hang Guo +55Image RestorationLow-Light Image Enhancement

  3. Naka-GS: A Bionics-inspired Dual-Branch Naka Correction and Progressive Point Pruning for Low-Light 3DGS

    Apr 13, 2026Runyu Zhu, SiXun Dong, Zhiqiang Zhang +23D Reconstruction3D Gaussian Splatting

    China University of Mining and Technology-Beijing

  4. Lightweight Low-Light Image Enhancement via Distribution-Normalizing Preprocessing and Depthwise U-Net

    Apr 13, 2026Shimon Murai, Teppei Kurita, Ryuta Satoh +1Low-Light Image EnhancementConvolutional Neural Networks

    Sony Semiconductor Solutions Corporation

  5. Multinex: Lightweight Low-light Image Enhancement via Multi-prior Retinex

    Apr 11, 2026Alexandru Brateanu, Tingting Mu, Codruta Ancuti +1Low-Light Image EnhancementImage Enhancement

    Department of Computer Science, University of Manchester, Manchester, United Kingdom · ETcTI, University Politehnica Timisoara, Timisoara, Romania · West University of Timisoara, Timisoara, Romania

  6. Dual-Exposure Imaging with Events

    Apr 11, 2026Mingyuan Lin, Hongyi Liu, Chu He +3Low-Light Image EnhancementHDR Imaging

    School of Electronic Information, Wuhan University, Wuhan 430072, China · School of Artificial Intelligence, Wuhan University, Wuhan 430072, China

  7. UHD Low-Light Image Enhancement via Real-Time Enhancement Methods with Clifford Information Fusion

    Apr 10, 2026Xiaohan Wang, Chen Wu, Dawei Zhao +8Image EnhancementLow-Light Image Enhancement

    Xi’an University of Electronic Science and Technology, China · National University of Defense Technology, China · School of Computer Science and Engineering, Nanjing University of Science and Technology, China +5

  8. RHVI-FDD: A Hierarchical Decoupling Framework for Low-Light Image Enhancement

    Apr 7, 2026Junhao Yang, Bo Yang, Hongwei Ge +3Low-Light Image EnhancementImage Denoising

    Jilin University, Changchun, China · Dalian University of Technology, Dalian, China · National University of Singapore, Singapore

  9. Single-Stage Signal Attenuation Diffusion Model for Low-Light Image Enhancement and Denoising

    Apr 7, 2026Ying Liu, Junchao Zhang, Caiyun WuLow-Light Image EnhancementDiffusion Models for Image Restoration

    School of Aeronautics and Astronautics, Central South University, Changsha 410083, China · Hunan Provincial Key Laboratory of Optic-Electronic Intelligent Measurement and Control, Changsha 410083, China

  10. Dual-Path Learning based on Frequency Structural Decoupling and Regional-Aware Fusion for Low-Light Image Super-Resolution

    Mar 28, 2026Ji-Xuan He, Jia-Cheng Zhao, Feng-Qi Cui +5Image Super-ResolutionLow-Light Image Enhancement

    Hefei University of Technology, Hefei, China · University of Science and Technology of China, Hefei, China · Zhejiang University, Hangzhou, China +1

  11. Towards Controllable Low-Light Image Enhancement: A Continuous Multi-illumination Dataset and Efficient State Space Framework

    Mar 26, 2026Hongru Han, Tingrui Guo, Liming Zhang +3Image EnhancementLow-Light Image Enhancement

    Department of Computer and Information Science, University of Macau, Taipa, Macau 999078, China · School of Automation, China University of Geosciences, Wuhan 430074, China · Department of Electromechanical Engineering, University of Macau, Taipa, Macau 999078, China

  12. PASDiff: Physics-Aware Semantic Guidance for Joint Real-World Low-Light Face Enhancement and Restoration

    Mar 26, 2026Yilin Ni, Wenjie Li, Zhengxue Wang +3Diffusion Model GuidanceLow-Light Image Enhancement

    College of Automation, Nanjing University of Posts and Telecommunications, Nanjing, China · School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China · PCA Lab, School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China +1

  13. NEC-Diff: Noise-Robust Event-RAW Complementary Diffusion for Seeing Motion in Extreme Darkness

    Mar 20, 2026Haoyue Liu, Jinghan Xu, Luxin Feng +4Low-Light Image EnhancementImage Denoising

    National Key Lab of Multispectral Information Intelligent Processing Technology School of Artificial Intelligence and Automation, Huazhong University of Science and Technology · School of Computing, National University of Singapore

  14. DarkDriving: A Real-World Day and Night Aligned Dataset for Autonomous Driving in the Dark Environment

    Mar 18, 2026Wuqi Wang, Haochen Yang, Baolu Li +7Autonomous Driving DatasetsAutonomous Driving Benchmarks

    Chang’an University. · Cleveland State University. · A*STAR.

  15. DST-Net: A Dual-Stream Transformer with Illumination-Independent Feature Guidance and Multi-Scale Spatial Convolution for Low-Light Image Enhancement

    Mar 17, 2026Yicui Shi, Yuhan Chen, Xiangfei Huang +3Image EnhancementLow-Light Image Enhancement

    College of Mechanical and Vehicle Engineering, Chongqing University, Chongqing, 400044, China · Shanghai Zhenhua Heavy Industries Co.,Ltd., Shanghai, 200125, China

  16. Anchor then Polish for Low-light Enhancement

    Mar 16, 2026Tianle Du, Mingjia Li, Hainuo Wang +1Image EnhancementLow-Light Image Enhancement

    School of Software, Tianjin University, Tianjin, China

  17. Low-light Image Enhancement with Retinex Decomposition in Latent Space

    Mar 16, 2026Bolun Zheng, Qingshan Lei, Quan Chen +4Image EnhancementLow-Light Image Enhancement

    School of Automation, Hangzhou Dianzi University, Hangzhou 310018, China · College of Artificial Intelligence, Jiaxing University, Jiaxing 314001, China · School of Artificial Intelligence at Dalian University of Technology, Dalian 116000, China +1

  18. A Physically-Grounded Attack and Adaptive Defense Framework for Real-World Low-Light Image Enhancement

    Mar 15, 2026Tongshun Zhang, Pingping Liu, Yuqing Lei +3Low-Light Image EnhancementPhysics-Guided Image Restoration

    College of Computer Science and Technology, Jilin University, Changchun 130015, P.R. China · Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun 130015, P.R. China · College of Software, Jilin University, Changchun 130015, P.R. China +1

  19. VCR: Variance-Driven Channel Recalibration for Robust Low-Light Enhancement

    Mar 10, 2026Zhixin Cheng, Fangwen Zhang, Xiaotian Yin +2Image EnhancementLow-Light Image Enhancement

    School of Information Science and Technology, University of Science and Technology of China, Hefei 230027, China · Institute of Advanced Technology, University of Science and Technology of China, Hefei 230027, China · CHN Energy Digital Intelligence Technology Development (Beijing) Co., LTD., Beijing, China

  20. IAML: Illumination-Aware Mirror Loss for Progressive Learning in Low-Light Image Enhancement Auto-encoders

    Mar 9, 2026Farida Mohsen, Tala Zaim, Ali Al-Zawqari +2Low-Light Image EnhancementAutoencoders

    College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar. · ELEC department, Vrije Universiteit Brussel, Brussels, Belgium.

  21. Fast Low-light Enhancement and Deblurring for 3D Dark Scenes

    Mar 9, 2026Feng Zhang, Jinglong Wang, Ze Li +4Novel View Synthesis3D Reconstruction

    Nanjing University of Posts and Telecommunications, Nanjing. · The Hong Kong University of Science and Technology, Hong Kong. · The Hong Kong Polytechnic University, Hong Kong. +1

  22. BiEvLight: Bi-level Learning of Task-Aware Event Refinement for Low-Light Image Enhancement

    Mar 5, 2026Zishu Yao, Xiang-Xiang Su, Shengning Zhou +3Low-Light Image EnhancementEvent-Based Vision

    College of Computer and Data Science, Fuzhou University, Fuzhou 350108, China · College of Computer Science and Technology, Shandong Technology and Business University, Yantai 264003, China

  23. Resolving Blind Inverse Problems under Dynamic Range Compression via Structured Forward Operator Modeling

    Mar 2, 2026Muyu Liu, Xuanyu Tian, Chenhe Du +3Image Inverse ProblemsHDR Imaging

    ShanghaiTech University · Shanghai Jiao Tong University

  24. Neural Discrimination-Prompted Transformers for Efficient UHD Image Restoration and Enhancement

    Mar 1, 2026Cong Wang, Jinshan Pan, Liyan Wang +2All-in-One Image RestorationEfficient ViTs

    Shenzhen Campus of Sun Yat-Sen University, China · The Hong Kong Polytechnic University, Hong Kong · Nanjing University of Science and Technology, China +2

  25. Diffusion-Based Low-Light Image Enhancement with Color and Luminance Priors

    Feb 27, 2026Xuanshuo Fu, Lei Kang, Javier Vazquez-CorralLow-Light Image EnhancementConditional Diffusion Models

    Computer Vision Center, Cerdanyola del Vallès, Spain and Universitat Autònoma de Barcelona, Cerdanyola del Vallès, Spain

  26. RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes

    Jan 8, 2026Yuan-Kang Lee, Kuan-Lin Chen, Chia-Che Chang +1Image EnhancementReinforcement Learning

    MediaTek Inc., Taiwan · National Taiwan University, Taiwan · National Yang Ming Chiao Tung University, Taiwan

  27. ELVIS: Enhance Low-Light for Video Instance Segmentation in the Dark

    Dec 1, 2025Joanne Lin, Ruirui Lin, Yini Li +2Instance SegmentationVideo Object Segmentation

    Visual Information Laboratory, University of Bristol