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LLNet: A Deep Autoencoder Approach to Natural Low-light Image Enhancement

12 November 2015

Papers citing "LLNet: A Deep Autoencoder Approach to Natural Low-light Image Enhancement"

50 / 233 papers shown

Title
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 127 0 0 01 Jul 2025
WTEFNet: Real-Time Low-Light Object Detection for Advanced Driver Assistance Systems Hao Wu Junzhou Chen Ronghui Zhang Nengchao Lyu Hongyu Hu Yanyong Guo Tony Z. Qiu 69 0 0 29 May 2025
DarkDiff: Advancing Low-Light Raw Enhancement by Retasking Diffusion Models for Camera ISP Amber Yijia Zheng Yu Zhang Jun Hu Raymond A. Yeh Chen Chen DiffM 28 0 0 29 May 2025
DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Jialang Lu Huayu Zhao Huiyu Zhai Xingxing Yang Shini Han 29 0 0 27 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 50 0 0 10 Apr 2025
Deep Perceptual Enhancement for Medical Image Analysis S. Sharif R. A. Naqvi Mithun Biswas Woong-Kee Loh MedIm 221 21 0 11 Mar 2025
DarkDeblur: Learning single-shot image deblurring in low-light condition S. Sharif R. A. Naqvi Farman Alic Mithun Biswas VLM 172 21 0 04 Mar 2025
Night-Voyager: Consistent and Efficient Nocturnal Vision-Aided State Estimation in Object Maps Tianxiao Gao Mingle Zhao Chengzhong Xu Hui Kong 103 1 0 27 Feb 2025
MD-BERT: Action Recognition in Dark Videos via Dynamic Multi-Stream Fusion and Temporal Modeling Sharana Dharshikgan Suresh Dass H. Barua Ganesh Krishnasamy Raveendran Paramesran Raphael C.-W. Phan 130 0 0 06 Feb 2025
DLEN: Dual Branch of Transformer for Low-Light Image Enhancement in Dual Domains Junyu Xia Jiesong Bai Yihang Dong ViT 248 0 0 21 Jan 2025
Natural Language Supervision for Low-light Image Enhancement Jiahui Tang Kaihua Zhou Zhijian Luo Yueen Hou 131 0 0 11 Jan 2025
HipyrNet: Hypernet-Guided Feature Pyramid network for mixed-exposure correction Shaurya Singh Rathore Aravind Shenoy Krish Didwania Aditya Kasliwal Ujjwal Verma 117 1 0 10 Jan 2025
Dual Degradation-Inspired Deep Unfolding Network for Low-Light Image Enhancement Huake Wang Xingsong Hou Xiaoyang Yan Kaibing Zhang Xiangyong Cao Xueming Qian 193 0 0 03 Jan 2025
DeepArUco++: Improved detection of square fiducial markers in challenging lighting conditions Rafael Berral-Soler R. Muñoz-Salinas R. Medina-Carnicer M. Marín-Jiménez 36 1 0 08 Nov 2024
HUE Dataset: High-Resolution Event and Frame Sequences for Low-Light Vision Burak Ercan O. Eker Aykut Erdem Erkut Erdem 3DV 60 1 0 24 Oct 2024
Time-Resolved MNIST Dataset for Single-Photon Recognition Aleksi Suonsivu Lauri Salmela Edoardo Peretti Leevi Uosukainen Radu Ciprian Bilcu Giacomo Boracchi 40 0 0 22 Oct 2024
MaskBlur: Spatial and Angular Data Augmentation for Light Field Image Super-Resolution Wentao Chao Fuqing Duan Yulan Guo Guanghui Wang 69 1 0 09 Oct 2024
LMT-GP: Combined Latent Mean-Teacher and Gaussian Process for Semi-supervised Low-light Image Enhancement Ye Yu Fengxin Chen Jun Yu Zhen Kan 102 4 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 54 8 0 27 Aug 2024
ExpoMamba: Exploiting Frequency SSM Blocks for Efficient and Effective Image Enhancement Eashan Adhikarla Kai Zhang John Nicholson Brian D. Davison Mamba 94 4 0 19 Aug 2024
Latent Disentanglement for Low Light Image Enhancement Zhihao Zheng Mooi Choo Choo Chuah 110 0 0 12 Aug 2024
AGLLDiff: Guiding Diffusion Models Towards Unsupervised Training-free Real-world Low-light Image Enhancement Yunlong Lin Tian-Chun Ye Sixiang Chen Zhenqi Fu Yingying Wang Wenhao Chai Zhaohu Xing Lei Zhu Xinghao Ding DiffM 96 5 0 20 Jul 2024
Fast Context-Based Low-Light Image Enhancement via Neural Implicit Representations Tomávs Chobola Yu Liu Hanyi Zhang Julia A. Schnabel Tingying Peng 97 4 0 17 Jul 2024
GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook Retrieval Han Zhou Wei Dong Xiaohong Liu Shuaicheng Liu Xiongkuo Min Guangtao Zhai Jun Chen 102 17 0 17 Jul 2024
LightenDiffusion: Unsupervised Low-Light Image Enhancement with Latent-Retinex Diffusion Models Hai Jiang Ao Luo Xiaohong Liu Songchen Han Shuaicheng Liu DiffM 75 36 0 12 Jul 2024
CAPformer: Compression-Aware Pre-trained Transformer for Low-Light Image Enhancement Wei Wang Zhi Jin 40 1 0 09 Jul 2024
ECAFormer: Low-light Image Enhancement using Cross Attention Yudi Ruan Hao Ma Weikai Li Xiao Wang 113 0 0 19 Jun 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 195 15 0 25 May 2024
Low-Light Video Enhancement via Spatial-Temporal Consistent Decomposition Xiaogang Xu Kun Zhou Tao Hu Jiafei Wu Ruixing Wang Hao Peng Bei Yu 88 0 0 24 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 86 5 0 17 May 2024
Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement Jiesong Bai Yuhao Yin Qiyuan He Yuanxian Li Xiaofeng Zhang Mamba 96 31 0 06 May 2024
Text in the Dark: Extremely Low-Light Text Image Enhancement Che-Tsung Lin Chun Chet Ng Zhi Qin Tan Wan Jun Nah Xinyu Wang Jie-Long Kew Po-Hao Hsu Shang-Hong Lai Chee Seng Chan Christopher Zach 131 0 0 22 Apr 2024
CodeEnhance: A Codebook-Driven Approach for Low-Light Image Enhancement Xu Wu Xianxu Hou Zhihui Lai Jie Zhou Ya-Nan Zhang Witold Pedrycz Linlin Shen 127 4 0 08 Apr 2024
PIE: Physics-inspired Low-light Enhancement Dong Liang Zhengyan Xu Ling Li Mingqiang Wei Songcan Chen SSL 79 7 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 97 6 0 04 Apr 2024
A Spatio-temporal Aligned SUNet Model for Low-light Video Enhancement Ruirui Lin Nantheera Anantrasirichai A. Malyugina David Bull 71 7 0 04 Mar 2024
A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric Estimation F. Barbato Umberto Michieli Mehmet Karim Yucel Pietro Zanuttigh Mete Ozay 60 2 0 28 Feb 2024
Latent space configuration for improved generalization in supervised autoencoder neural networks Nikita Gabdullin DRL 63 1 0 13 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 91 32 0 08 Feb 2024
VJT: A Video Transformer on Joint Tasks of Deblurring, Low-light Enhancement and Denoising Yuxiang Hui Yang Liu Yaofang Liu Fan Jia Jinshan Pan Raymond H. F. Chan Tieyong Zeng ViT 95 1 0 26 Jan 2024
Improving Low-Light Image Recognition Performance Based on Image-adaptive Learnable Module Seitaro Ono Yuka Ogino Takahiro Toizumi Atsushi Ito Masato Tsukada 130 3 0 12 Jan 2024
Low-light Image Enhancement via CLIP-Fourier Guided Wavelet Diffusion Minglong Xue Jinhong He Wenhai Wang Mingliang Zhou 86 14 0 08 Jan 2024
A Non-Uniform Low-Light Image Enhancement Method with Multi-Scale Attention Transformer and Luminance Consistency Loss Xiao Fang Xin Gao Baofeng Li Feng Zhai Yu Qin Zhihang Meng Jiansheng Lu Chun Xiao ViT 48 2 0 27 Dec 2023
ClassLIE: Structure- and Illumination-Adaptive Classification for Low-Light Image Enhancement Zixiang Wei Yiting Wang Lichao Sun Athanasios V. Vasilakos Lin Wang 84 2 0 20 Dec 2023
VQCNIR: Clearer Night Image Restoration with Vector-Quantized Codebook Wenbin Zou Hongxia Gao Tian-Chun Ye Liang Chen Weipeng Yang Shasha Huang Hongsheng Chen Sixiang Chen 83 10 0 14 Dec 2023
DiffuseRAW: End-to-End Generative RAW Image Processing for Low-Light Images Rishit Dagli 56 2 0 13 Dec 2023
Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model Chunming He Chengyu Fang Yulun Zhang Chenyu You Kai Li Longxiang Tang Fengyang Xiao Xiu Li Z. Guo 146 32 0 20 Nov 2023
Zero-Shot Enhancement of Low-Light Image Based on Retinex Decomposition Wenchao Li Bangshu Xiong Qiaofeng Ou Xiaoyun Long Jinhao Zhu Jiabao Chen Shuyuan Wen 85 4 0 06 Nov 2023
Feature-oriented Deep Learning Framework for Pulmonary Cone-beam CT (CBCT) Enhancement with Multi-task Customized Perceptual Loss Jiarui Zhu Werxing Chen Hongfei Sun Shaohua Zhi Jing Qin J. Cai G. Ren MedIm 46 1 0 01 Nov 2023
Bootstrap Diffusion Model Curve Estimation for High Resolution Low-Light Image Enhancement Jiancheng Huang Yi-fan Liu Shifeng Chen DiffM 81 7 0 26 Sep 2023