% Key papers for Raw and low-light noise modeling (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2018_a_12795, title = {{A High-Quality Denoising Dataset for Smartphone Cameras}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2018}, url = {https://openaccess.thecvf.com/content_cvpr_2018/html/Abdelhamed_A_High-Quality_Denoising_CVPR_2018_paper.html}, } @inproceedings{cvpr2020_blindly_15203, title = {{Blindly Assess Image Quality in the Wild Guided by a Self-Adaptive Hyper Network}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2017_benchmarking_12080, title = {{Benchmarking Denoising Algorithms With Real Photographs}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{cvpr2016_a_11365, title = {{A Holistic Approach to Cross-Channel Image Noise Modeling and Its Application to Image Denoising}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{cvpr2020_a_15076, title = {{A Physics-Based Noise Formation Model for Extreme Low-Light Raw Denoising}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2019_a_13786, title = {{A Poisson-Gaussian Denoising Dataset With Real Fluorescence Microscopy Images}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{cvpr2017_hallucinating_12325, title = {{Hallucinating Very Low-Resolution Unaligned and Noisy Face Images by Transformative Discriminative Autoencoders}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{aaai2020_when_103902, title = {{When AWGN-Based Denoiser Meets Real Noises}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/7009}, } @inproceedings{cvpr2016_from_11563, title = {{From Noise Modeling to Blind Image Denoising}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{cvpr2023_spatially_22246, title = {{Spatially Adaptive Self-Supervised Learning for Real-World Image Denoising}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22253}, } @inproceedings{cvpr2021_fbi_16988, title = {{FBI-Denoiser: Fast Blind Image Denoiser for Poisson-Gaussian Noise}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{aaai2022_model_2420, title = {{Model-Based Image Signal Processors via Learnable Dictionaries}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/00481-model-based-image-signal-processors-via-learnable-dictionaries/}, } @inproceedings{cvpr2022_day_18593, title = {{Day-to-Night Image Synthesis for Training Nighttime Neural ISPs}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2021_extreme_16984, title = {{Extreme Low-Light Environment-Driven Image Denoising Over Permanently Shadowed Lunar Regions With a Physical Noise Model}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2020_camera_15229, title = {{Camera Trace Erasing}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2022_modeling_19355, title = {{Modeling sRGB Camera Noise With Normalizing Flows}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2022_noise2noiseflow_19461, title = {{Noise2NoiseFlow: Realistic Camera Noise Modeling Without Clean Images}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2023_hdr_21114, title = {{HDR Imaging With Spatially Varying Signal-to-Noise Ratios}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21238}, } @inproceedings{cvpr2021_deep_16815, title = {{Deep Denoising of Flash and No-Flash Pairs for Photography in Low-Light Environments}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2024_masked_24118, title = {{Masked and Shuffled Blind Spot Denoising for Real-World Images}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31552}, } @inproceedings{cvpr2024_led_23887, title = {{LED: A Large-scale Real-world Paired Dataset for Event Camera Denoising}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31822}, } @inproceedings{cvpr2024_real_24592, title = {{Real-World Mobile Image Denoising Dataset with Efficient Baselines}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29672}, } @inproceedings{cvpr2025_complementary_25748, title = {{Complementary Advantages: Exploiting Cross-Field Frequency Correlation for NIR-Assisted Image Denoising}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34487}, } @inproceedings{cvpr2025_noise_27077, title = {{Noise Modeling in One Hour: Minimizing Preparation Efforts for Self-supervised Low-Light RAW Image Denoising}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32600}, } @inproceedings{cvpr2025_zero_28175, title = {{Zero-Shot Blind-spot Image Denoising via Implicit Neural Sampling}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34614}, } @inproceedings{neurips2024_draco_74257, title = {{DRACO: A Denoising-Reconstruction Autoencoder for Cryo-EM}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93299}, } @inproceedings{aaai2024_contrastive_5499, title = {{Contrastive Learning for Low-Light Raw Denoising (Student Abstract)}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30431}, } @inproceedings{aaai2025_feature_9157, title = {{Feature Denoising Diffusion Model for Blind Image Quality Assessment}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32530}, } @inproceedings{neurips2024_pseudo_71910, title = {{Pseudo-Siamese Blind-spot Transformers for Self-Supervised Real-World Denoising}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95394}, } @inproceedings{neurips2024_soft_72960, title = {{Soft Superpixel Neighborhood Attention}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94453}, } @inproceedings{neurips2025_deno_74981, title = {{Deno-IF: Unsupervised Noisy Visible and Infrared Image Fusion Method}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=36cKp4tsHF}, } @inproceedings{aaai2026_real_105535, title = {{Real Noise Decoupling for Hyperspectral Image Denoising}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/38291}, } @inproceedings{aaai2026_sim_100052, title = {{Sim-to-Real: An Unsupervised Noise Layer for Screen-Camera Watermarking Robustness}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37103}, } @inproceedings{neurips2025_zero_76579, title = {{Zero-Shot Blind-Spot Image Denoising via Cross-Scale Non-Local Pixel Refilling}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=KrzTGSqnK9}, } @inproceedings{cvpr2026_2_98783, title = {{2-Shots in the Dark: Low-Light Denoising with Minimal Data Acquisition}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2026}, url = {https://openaccess.thecvf.com/content/CVPR2026/html/Lu_2-Shots_in_the_Dark_Low-Light_Denoising_with_Minimal_Data_Acquisition_CVPR_2026_paper.html}, } @inproceedings{cvpr2026_diffusion_99570, title = {{Diffusion-Based sRGB Real Noise Generation via Prompt-Driven Noise Representation Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2026}, url = {https://openaccess.thecvf.com/content/CVPR2026/html/Ko_Diffusion-Based_sRGB_Real_Noise_Generation_via_Prompt-Driven_Noise_Representation_Learning_CVPR_2026_paper.html}, } @inproceedings{aaai2026_robust_100405, title = {{Robust Noise Modeling for Spike Camera via Time-Interval Quantification and Spike-DSLR Multimodal Dataset in Low-Light Imaging}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37252}, } @inproceedings{iclr2024_srgb_33529, title = {{sRGB Real Noise Modeling via Noise-Aware Sampling with Normalizing Flows}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19546}, } @inproceedings{iclr2025_revolutionizing_83933, title = {{Revolutionizing EMCCD Denoising through a Novel Physics-Based Learning Framework for Noise Modeling}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/27890}, }