MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space

25 May 2024

Jiangwei Weng

Zhiqiang Yan

Ying Tai

J. Qian

Jian Yang

Jun Li

Mamba

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Papers citing "MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space"

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Title
UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration Chunming He Rihan Zhang Fengyang Xiao Chengyu Fang Longxiang Tang Yuanxing Zhang Sina Farsiu 56 0 0 10 May 2025
VMamba: Visual State Space Model Yue Liu Yunjie Tian Yuzhong Zhao Hongtian Yu Lingxi Xie Yaowei Wang Qixiang Ye Jianbin Jiao Yunfan Liu Mamba 208 666 0 31 Dec 2024
MambaIRv2: Attentive State Space Restoration Hang Guo Yong Guo Yaohua Zha Yulun Zhang Wenbo Li Tao Dai Shu-Tao Xia Yawei Li Mamba 143 17 0 22 Nov 2024
DI-Retinex: Digital-Imaging Retinex Theory for Low-Light Image Enhancement Shangquan Sun Wenqi Ren Jingyang Peng Fenglong Song Xiaochun Cao 71 6 0 04 Apr 2024
Zero-Reference Low-Light Enhancement via Physical Quadruple Priors Wenjing Wang Huan Yang Jianlong Fu Jiaying Liu DiffM 56 25 0 19 Mar 2024
EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba Xiaohuan Pei Tao Huang Chang Xu Mamba 38 94 0 15 Mar 2024
LocalMamba: Visual State Space Model with Windowed Selective Scan Tao Huang Xiaohuan Pei Shan You Fei Wang Chao Qian Chang Xu Mamba 69 146 0 14 Mar 2024
VideoMamba: State Space Model for Efficient Video Understanding Kunchang Li Xinhao Li Yi Wang Yinan He Yali Wang Limin Wang Yu Qiao Mamba 51 192 0 11 Mar 2024
MambaIR: A Simple Baseline for Image Restoration with State-Space Model Hang Guo Jinmin Li Tao Dai Zhihao Ouyang Xudong Ren Shu-Tao Xia Mamba 76 221 0 23 Feb 2024
Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model Lianghui Zhu Bencheng Liao Qian Zhang Xinlong Wang Wenyu Liu Xinggang Wang Mamba 68 753 0 17 Jan 2024
Mamba: Linear-Time Sequence Modeling with Selective State Spaces Albert Gu Tri Dao Mamba 93 2,552 0 01 Dec 2023
Diff-Retinex: Rethinking Low-light Image Enhancement with A Generative Diffusion Model Xunpeng Yi Han Xu Huatian Zhang Linfeng Tang Jiayi Ma DiffM 47 104 0 25 Aug 2023
Large Selective Kernel Network for Remote Sensing Object Detection Yuxuan Li Qibin Hou Zhaohui Zheng Mingmei Cheng Jian Yang Xiang Li ObjD 57 245 0 16 Mar 2023
Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement Yuanhao Cai Hao Bian Jing Lin Haoqian Wang Radu Timofte Yulun Zhang ViT 72 214 0 12 Mar 2023
Hungry Hungry Hippos: Towards Language Modeling with State Space Models Daniel Y. Fu Tri Dao Khaled Kamal Saab A. Thomas Atri Rudra Christopher Ré 85 383 0 28 Dec 2022
Efficient Long Sequence Modeling via State Space Augmented Transformer Simiao Zuo Xiaodong Liu Jian Jiao Denis Xavier Charles Eren Manavoglu Tuo Zhao Jianfeng Gao 149 36 0 15 Dec 2022
On the Parameterization and Initialization of Diagonal State Space Models Albert Gu Ankit Gupta Karan Goel Christopher Ré 51 308 0 23 Jun 2022
Restormer: Efficient Transformer for High-Resolution Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 123 2,188 0 18 Nov 2021
Efficiently Modeling Long Sequences with Structured State Spaces Albert Gu Karan Goel Christopher Ré 168 1,719 0 31 Oct 2021
Combining Recurrent, Convolutional, and Continuous-time Models with Linear State-Space Layers Albert Gu Isys Johnson Karan Goel Khaled Kamal Saab Tri Dao Atri Rudra Christopher Ré 73 574 0 26 Oct 2021
Low-Light Image and Video Enhancement Using Deep Learning: A Survey Chongyi Li Chunle Guo Linghao Han Jun Jiang Mingg-Ming Cheng Liang Feng Chen Change Loy 81 365 0 21 Apr 2021
Retinex-inspired Unrolling with Cooperative Prior Architecture Search for Low-light Image Enhancement Risheng Liu Long Ma Jiaao Zhang Xin-Yue Fan Zhongxuan Luo 68 574 0 10 Dec 2020
Interpreting Super-Resolution Networks with Local Attribution Maps Jinjin Gu Chao Dong FAtt SupR 45 211 0 22 Nov 2020
Learning Enriched Features for Real Image Restoration and Enhancement Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang Ling Shao SupR 53 600 0 15 Mar 2020
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 DiffM 3DV 72 1,340 0 19 Jan 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 265 42,038 0 03 Dec 2019
EnlightenGAN: Deep Light Enhancement without Paired Supervision Yi Ding Xinyu Gong Ding Liu Yu Cheng Chen Fang Xiaohui Shen Jianchao Yang Pan Zhou Zhangyang Wang 45 1,541 0 17 Jun 2019
Kindling the Darkness: A Practical Low-light Image Enhancer Yonghua Zhang Jiawan Zhang Xiaojie Guo 102 1,186 0 04 May 2019
Deep Retinex Decomposition for Low-Light Enhancement Chen Wei Wenjing Wang Wenhan Yang Jiaying Liu 77 1,709 0 14 Aug 2018
Getting to Know Low-light Images with The Exclusively Dark Dataset Y. P. Loh Chee Seng Chan 64 549 0 29 May 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 93 21,306 0 08 Apr 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 453 129,831 0 12 Jun 2017
Understanding the Effective Receptive Field in Deep Convolutional Neural Networks Wenjie Luo Yujia Li R. Urtasun R. Zemel HAI 68 1,789 0 15 Jan 2017
LLNet: A Deep Autoencoder Approach to Natural Low-light Image Enhancement Kin Gwn Lore Adedotun Akintayo Soumik Sarkar 31 1,446 0 12 Nov 2015