Physics-based Noise Modeling for Extreme Low-light Photography

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021

4 August 2021

Papers citing "Physics-based Noise Modeling for Extreme Low-light Photography"

44 / 44 papers shown

Title
Dark-ISP: Enhancing RAW Image Processing for Low-Light Object Detection Jiasheng Guo Xin Gao Yuxiang Yan Guanghao Li Jian Pu 36 2 0 11 Sep 2025
Physics-Guided Rectified Flow for Low-light RAW Image Enhancement Juntai Zeng 20 0 0 10 Sep 2025
Spatial Frequency Modulation for Semantic SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Linwei Chen Ying Fu Lin Gu Dezhi Zheng Jifeng Dai 221 1 0 16 Jul 2025
Diffusion-Guided Knowledge Distillation for Weakly-Supervised Low-Light Semantic Segmentation Chunyan Wang Dong Zhang Jinhui Tang DiffM 147 0 0 10 Jul 2025
Physical Degradation Model-Guided Interferometric Hyperspectral Reconstruction with Unfolding Transformer Yuansheng Li Yunhao Zou Linwei Chen Ying Fu 59 0 0 27 Jun 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 119 1 0 26 Jun 2025
Flow-Anything: Learning Real-World Optical Flow Estimation from Large-Scale Single-view ImagesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Yingping Liang Ying Fu Yutao Hu Wenqi Shao Jiaming Liu Debing Zhang 43 3 0 09 Jun 2025
YOND: Practical Blind Raw Image Denoising Free from Camera-Specific Data Dependency Hansen Feng Lizhi Wang Yiqi Huang Tong Li Lin Zhu Hua Huang 182 3 0 04 Jun 2025
Towards a Universal Image Degradation Model via Content-Degradation Disentanglement Wenbo Yang Zhongling Wang Zhou Wang DiffM 146 0 0 19 May 2025
TS-Diff: Two-Stage Diffusion Model for Low-Light RAW Image Enhancement Yi Li Zhiyuan Zhang Jiangnan Xia Jianghan Cheng Qilong Wu Junwei Li Yibin Tian Hui Kong DiffM 242 1 0 07 May 2025
Towards a General-Purpose Zero-Shot Synthetic Low-Light Image and Video Pipeline Joanne Lin Crispian Morris Ruirui Lin Fan Zhang David Bull Nantheera Anantrasirichai 181 0 0 16 Apr 2025
Noise Calibration and Spatial-Frequency Interactive Network for STEM Image EnhancementComputer Vision and Pattern Recognition (CVPR), 2025 Hesong Li Zhikai Wu Ruiwen Shao Tao Zhang Ying Fu 144 6 0 03 Apr 2025
Dark Noise Diffusion: Noise Synthesis for Low-Light Image DenoisingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Liying Lu Raphaël Achddou Sabine Süsstrunk DiffM 183 0 0 14 Mar 2025
Positive2Negative: Breaking the Information-Lossy Barrier in Self-Supervised Single Image DenoisingComputer Vision and Pattern Recognition (CVPR), 2024 Tong Li Lizhi Wang Zhiyuan Xu Lin Zhu Wanxuan Lu Hua Huang 266 3 0 21 Dec 2024
DualDn: Dual-domain Denoising via Differentiable ISPEuropean Conference on Computer Vision (ECCV), 2024 Ruikang Li Yujin Wang Shiqi Chen Fan Zhang Liang Feng Tianfan Xue 117 8 0 27 Sep 2024
Retinex-RAWMamba: Bridging Demosaicing and Denoising for Low-Light RAW Image Enhancement Xianmin Chen Longfei Han Peiliang Huang Xiaoxu Feng Longfei Han Jiawei Han Mamba 329 8 0 11 Sep 2024
Frequency-aware Feature Fusion for Dense Image PredictionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Linwei Chen Ying Fu Lin Gu Chenggang Yan Tatsuya Harada Gao Huang 3DV 181 103 0 23 Aug 2024
Domain-Adaptive 2D Human Pose Estimation via Dual Teachers in Extremely Low-Light Conditions Yihao Ai Yifei Qi Bo Wang Yu-Feng Cheng Xinchao Wang Robby T. Tan 199 6 0 22 Jul 2024
Beyond Image Prior: Embedding Noise Prior into Conditional Denoising Transformer Yuanfei Huang Hua Huang ViT 161 4 0 12 Jul 2024
Technique Report of CVPR 2024 PBDL Challenges Ying Fu Yu Li Shaodi You Boxin Shi Linwei Chen ... Songyin Dai Sen Jia Junpei Zhang Puhua Chen Qihang Li 159 0 0 15 Jun 2024
MIPI 2024 Challenge on Few-shot RAW Image Denoising: Methods and Results Xin Jin Chunle Guo Xiaoming Li Zongsheng Yue Chongyi Li ... Jiahao Qin Bingjie Han Pinle Qin Rui Chai Pengyuan Wang 136 7 0 11 Jun 2024
Lighting Every Darkness with 3DGS: Fast Training and Real-Time Rendering for HDR View Synthesis Xin Jin Pengyi Jiao Zheng-Peng Duan Xingchao Yang Chun-Le Guo Bo Ren Chongyi Li 3DGS 157 18 0 10 Jun 2024
Self-Supervised Monocular Depth Estimation in the Dark: Towards Data Distribution Compensation Haolin Yang Chaoqiang Zhao Lu Sheng Yang Tang MDE 139 4 0 22 Apr 2024
Binarized Low-light Raw Video Enhancement Gengchen Zhang Yulun Zhang Xin Yuan Ying Fu MQ 185 11 0 29 Mar 2024
When Semantic Segmentation Meets Frequency AliasingInternational Conference on Learning Representations (ICLR), 2024 Linwei Chen Lin Gu Ying Fu 200 12 0 14 Mar 2024
Source Matters: Source Dataset Impact on Model Robustness in Medical Imaging Dovile Juodelyte Yucheng Lu Amelia Jiménez-Sánchez Sabrina Bottazzi Enzo Ferrante Veronika Cheplygina OOD 115 12 0 07 Mar 2024
Hybrid Training of Denoising Networks to Improve the Texture Acutance of Digital Cameras Raphaël Achddou Y. Gousseau Saïd Ladjal 117 0 0 20 Feb 2024
LDM-ISP: Enhancing Neural ISP for Low Light with Latent Diffusion ModelsIEEE International Conference on Robotics and Automation (ICRA), 2023 Qiang Wen Yazhou Xing Zhefan Rao Qifeng Chen DiffM 295 2 0 02 Dec 2023
Physics-guided Noise Neural Proxy for Practical Low-light Raw Image Denoising Hansen Feng Lizhi Wang Yiqi Huang Yuzhi Wang Lin Zhu Huan Huang AI4CE DiffM 152 4 0 13 Oct 2023
RawHDR: High Dynamic Range Image Reconstruction from a Single Raw ImageIEEE International Conference on Computer Vision (ICCV), 2023 Yunhao Zou Chenggang Yan Ying Fu 178 31 0 05 Sep 2023
Self-Reference Deep Adaptive Curve Estimation for Low-Light Image Enhancement Jian Wen Chen-Mi Wu Tong Zhang Yixuan Yu P. Swierczynski 161 8 0 16 Aug 2023
Make Explicit Calibration Implicit: Calibrate Denoiser Instead of the Noise Model Xin Jin Jianqiang Xiao Linghao Han Chunle Guo Xialei Liu Chongyi Li Ruixun Zhang 170 4 0 07 Aug 2023
Contrastive Learning for Low-light Raw DenoisingAAAI Conference on Artificial Intelligence (AAAI), 2023 Taoyong Cui Yuhan Dong 124 2 0 05 May 2023
Instance Segmentation in the DarkInternational Journal of Computer Vision (IJCV), 2023 Linwei Chen Ying Fu Kaixuan Wei Dezhi Zheng Felix Heide ISeg 182 89 0 27 Apr 2023
Human Pose Estimation in Extremely Low-Light ConditionsComputer Vision and Pattern Recognition (CVPR), 2023 Sohyun Lee Jaesung Rim Boseung Jeong Geon-Yeong Kim Byungju Woo Haechan Lee Sung-Jin Cho Suha Kwak VLM 177 33 0 27 Mar 2023
Diffusion in the Dark: A Diffusion Model for Low-Light Text RecognitionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Cindy M. Nguyen E. R. Chan Alexander W. Bergman Gordon Wetzstein DiffM 223 31 0 07 Mar 2023
LRT: An Efficient Low-Light Restoration Transformer for Dark Light Field ImagesIEEE Transactions on Image Processing (IEEE TIP), 2022 Shansi Zhang Nan Meng E. Lam ViT 146 28 0 06 Sep 2022
Seeing Far in the Dark with Patterned FlashEuropean Conference on Computer Vision (ECCV), 2022 Zhanghao Sun Jian Wang Ramzi N. Zahreddine S. Nayar 107 3 0 25 Jul 2022
Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingACM Multimedia (ACM MM), 2022 Hansen Feng Lizhi Wang Yuzhi Wang Huan Huang 145 40 0 13 Jul 2022
Day-to-Night Image Synthesis for Training Nighttime Neural ISPsComputer Vision and Pattern Recognition (CVPR), 2022 Abhijith Punnappurath Abdullah Abuolaim A. Abdelhamed Alex Levinshtein M. S. Brown 92 28 0 06 Jun 2022
Self-supervision versus synthetic datasets: which is the lesser evil in the context of video denoising? Valéry Dewil Aranud Barral Gabriele Facciolo Pablo Arias 117 5 0 25 Apr 2022
Estimating Fine-Grained Noise Model via Contrastive LearningComputer Vision and Pattern Recognition (CVPR), 2022 Yunhao Zou Ying Fu DiffM 124 28 0 03 Apr 2022
Dynamic Proximal Unrolling Network for Compressive Imaging Yixiao Yang R. Tao Kaixuan Wei Ying Fu 168 11 0 23 Jul 2021
TFPnP: Tuning-free Plug-and-Play Proximal Algorithm with Applications to Inverse Imaging ProblemsJournal of machine learning research (JMLR), 2020 Kaixuan Wei Angelica Aviles-Rivero Jingwei Liang Ying Fu Hua Huang Carola-Bibiane Schönlieb 156 36 0 18 Nov 2020