Low-Light Image and Video Enhancement Using Deep Learning: A Survey

21 April 2021

Papers citing "Low-Light Image and Video Enhancement Using Deep Learning: A Survey"

50 / 110 papers shown

Title
PDE: Gene Effect Inspired Parameter Dynamic Evolution for Low-light Image Enhancement Tong Li Lizhi Wang Hansen Feng Lin Zhu Hua Huang DiffM 29 0 0 14 May 2025
A review of advancements in low-light image enhancement using deep learning Fangxue Liu Lei Fan 45 0 0 09 May 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 43 0 0 14 Apr 2025
Brightness Perceiving for Recursive Low-Light Image Enhancement H. Wang Long Peng Yuejin Sun Zengyu Wan Yang Wang Yang Cao 70 12 0 03 Apr 2025
Adaptive Low Light Enhancement via Joint Global-Local Illumination Adjustment Haodian Wang Yaqi Song 48 0 0 01 Apr 2025
Multi-Agent Image Restoration Xu Jiang Bernard Ghanem Bin Chen Jian Zhang 61 0 0 12 Mar 2025
GM-MoE: Low-Light Enhancement with Gated-Mechanism Mixture-of-Experts Minwen Liao Hao Bo Dong Xinyi Wang Ziyang Yan Yihua Shao MoE DiffM 61 0 0 10 Mar 2025
Near-infrared Image Deblurring and Event Denoising with Synergistic Neuromorphic Imaging Chao Qu Shuo Zhu Yuhang Wang Zongze Wu Xiaoyu Chen E. Lam Jing Han 70 0 0 03 Mar 2025
Self-supervision via Controlled Transformation and Unpaired Self-conditioning for Low-light Image Enhancement Aupendu Kar S. K. Dhara Debashis Sen P. Biswas 51 4 0 01 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 38 0 0 28 Feb 2025
HVI: A New Color Space for Low-light Image Enhancement Qingsen Yan Yixu Feng Cheng Zhang Guansong Pang Kangbiao Shi Peng Wu Wei Dong Jinqiu Sun Yanning Zhang 49 5 0 27 Feb 2025
Striving for Faster and Better: A One-Layer Architecture with Auto Re-parameterization for Low-Light Image Enhancement Nan An Long Ma Guangchao Han Xin-Yue Fan Risheng Liu 40 0 0 27 Feb 2025
Recognition-Oriented Low-Light Image Enhancement based on Global and Pixelwise Optimization Seitaro Ono Yuka Ogino Takahiro Toizumi Atsushi Ito Masato Tsukada 36 0 0 08 Jan 2025
Rethinking Model Redundancy for Low-light Image Enhancement Tong Li Lizhi Wang Hansen Feng Lin Zhu Wanxuan Lu Hua Huang 79 0 0 21 Dec 2024
Time-Resolved MNIST Dataset for Single-Photon Recognition Aleksi Suonsivu Lauri Salmela Edoardo Peretti Leevi Uosukainen Radu Ciprian Bilcu Giacomo Boracchi 21 0 0 22 Oct 2024
A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future Trends Junjun Jiang Zengyuan Zuo Gang Wu Kui Jiang Xianming Liu 48 10 0 19 Oct 2024
LoLI-Street: Benchmarking Low-Light Image Enhancement and Beyond Md Tanvir Islam Inzamamul Alam Simon Woo Saeed Anwar IK Hyun Lee Khan Muhammad ViT 40 1 0 13 Oct 2024
DAP-LED: Learning Degradation-Aware Priors with CLIP for Joint Low-light Enhancement and Deblurring Ling Wang Chen Wu Lin Wang 36 0 0 20 Sep 2024
KAN See In the Dark Aoxiang Ning Minglong Xue Jinhong He Chengyun Song 36 2 0 05 Sep 2024
EvLight++: Low-Light Video Enhancement with an Event Camera: A Large-Scale Real-World Dataset, Novel Method, and More Kanghao Chen Guoqiang Liang Hangyu Li Yunfan Lu Lin Wang 3DV VGen 41 2 0 29 Aug 2024
Towards Real-world Event-guided Low-light Video Enhancement and Deblurring Taewoo Kim Jaeseok Jeong Hoonhee Cho Yuhwan Jeong Kuk-Jin Yoon 31 6 0 27 Aug 2024
Taming Generative Diffusion for Universal Blind Image Restoration Siwei Tu Weidong Yang Ben Fei DiffM 48 1 0 21 Aug 2024
Fast Context-Based Low-Light Image Enhancement via Neural Implicit Representations Tomávs Chobola Yu Liu Hanyi Zhang Julia A. Schnabel Tingying Peng 65 4 0 17 Jul 2024
Single-Image Shadow Removal Using Deep Learning: A Comprehensive Survey Laniqng Guo Chong Wang Yufei Wang Siyu Huang Wenhan Yang Alex C. Kot Bihan Wen 46 4 0 11 Jul 2024
BVI-RLV: A Fully Registered Dataset and Benchmarks for Low-Light Video Enhancement Ruirui Lin Nantheera Anantrasirichai Guoxi Huang Joanne Lin Qi Sun A. Malyugina David Bull 30 6 0 03 Jul 2024
ECAFormer: Low-light Image Enhancement using Cross Attention Yudi Ruan Hao Ma Weikai Li Xiao Wang 50 0 0 19 Jun 2024
LLEMamba: Low-Light Enhancement via Relighting-Guided Mamba with Deep Unfolding Network Xuanqi Zhang Haijin Zeng Jinwang Pan Qiangqiang Shen Yongyong Chen Mamba 44 5 0 03 Jun 2024
A Comprehensive Survey on Underwater Image Enhancement Based on Deep Learning Xiaofeng Cong Yu Zhao Jie Gui Junming Hou Dacheng Tao 42 6 0 30 May 2024
MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space Jiangwei Weng Zhiqiang Yan Ying Tai J. Qian Jian Yang Jun Li Mamba 29 10 0 25 May 2024
LighTDiff: Surgical Endoscopic Image Low-Light Enhancement with T-Diffusion Tong Chen Qingcheng Lyu Long Bai Erjian Guo Huxin Gao Xiaoxiao Yang Hongliang Ren Luping Zhou MedIm 38 6 0 17 May 2024
Efficient Real-world Image Super-Resolution Via Adaptive Directional Gradient Convolution Long Peng Yang Cao Renjing Pei Wenbo Li Jiaming Guo Xueyang Fu Yang Wang Zheng-Jun Zha 41 12 0 11 May 2024
LatentColorization: Latent Diffusion-Based Speaker Video Colorization Rory Ward Dan Bigioi Shubhajit Basak John G. Breslin Peter Corcoran VGen DiffM 29 2 0 09 May 2024
Machine Vision-Based Assessment of Fall Color Changes and its Relationship with Leaf Nitrogen Concentration Paudel Achyut Jostan Brown Priyanka Upadhyaya Atif Bilal Asad Safal Kshetri ... Joseph R. Davidson Cindy Grimm Ashley Thompson Matthew D. Whiting Manoj Karkee 33 0 0 23 Apr 2024
PIE: Physics-inspired Low-light Enhancement Dong Liang Zhengyan Xu Ling Li Mingqiang Wei Songcan Chen SSL 40 6 0 06 Apr 2024
DI-Retinex: Digital-Imaging Retinex Theory for Low-Light Image Enhancement Shangquan Sun Wenqi Ren Jingyang Peng Fenglong Song Xiaochun Cao 40 5 0 04 Apr 2024
RAVE: Residual Vector Embedding for CLIP-Guided Backlit Image Enhancement T. Gaintseva Martin Benning Gregory Slabaugh 27 2 0 02 Apr 2024
Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach Guoqiang Liang Kanghao Chen Hangyu Li Yunfan Lu Lin Wang 3DV 48 15 0 01 Apr 2024
Look-Around Before You Leap: High-Frequency Injected Transformer for Image Restoration Shihao Zhou Duosheng Chen Jinshan Pan Jufeng Yang 40 2 0 30 Mar 2024
Learning Novel View Synthesis from Heterogeneous Low-light Captures Quan Zheng Hao Sun Huiyao Xu Fanjiang Xu 46 1 0 20 Mar 2024
A Spatio-temporal Aligned SUNet Model for Low-light Video Enhancement Ruirui Lin Nantheera Anantrasirichai A. Malyugina David Bull 38 7 0 04 Mar 2024
Improving Visual Perception of a Social Robot for Controlled and In-the-wild Human-robot Interaction Wangjie Zhong Leimin Tian Duy-Tho Le H. Rezatofighi 27 0 0 04 Mar 2024
Learning Exposure Correction in Dynamic Scenes Jin Liu Bo Wang Chuanming Wang Huiyuan Fu Huadong Ma 34 0 0 27 Feb 2024
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement Qingsen Yan Yixu Feng Cheng Zhang Pei Wang Peng Wu Wei Dong Jinqiu Sun Yanning Zhang 42 27 0 08 Feb 2024
BVI-Lowlight: Fully Registered Benchmark Dataset for Low-Light Video Enhancement Nantheera Anantrasirichai Ruirui Lin A. Malyugina David Bull 91 2 0 03 Feb 2024
Learning to Robustly Reconstruct Low-light Dynamic Scenes from Spike Streams Liwen Hu Ziluo Ding Mianzhi Liu Lei Ma Tiejun Huang OffRL AI4TS 15 0 0 19 Jan 2024
Revealing Shadows: Low-Light Image Enhancement Using Self-Calibrated Illumination Farzaneh Koohestani N. Karimi S. Samavi 27 1 0 23 Dec 2023
ClassLIE: Structure- and Illumination-Adaptive Classification for Low-Light Image Enhancement Zixiang Wei Yiting Wang Lichao Sun Athanasios V. Vasilakos Lin Wang 36 0 0 20 Dec 2023
ReCo-Diff: Explore Retinex-Based Condition Strategy in Diffusion Model for Low-Light Image Enhancement Yuhui Wu Guoqing Wang Zhiwen Wang Yang Yang Tianyu Li Malu Zhang Chongyi Li H. Shen DiffM 43 2 0 20 Dec 2023
DGNet: Dynamic Gradient-Guided Network for Water-Related Optics Image Enhancement Jingchun Zhou Zongxin He Qiuping Jiang Kui Jiang Xianping Fu Xuelong Li 19 1 0 12 Dec 2023
LDM-ISP: Enhancing Neural ISP for Low Light with Latent Diffusion Models Qiang Wen Yazhou Xing Zhefan Rao Qifeng Chen DiffM 35 0 0 02 Dec 2023