% Key papers for Priors for restoration networks (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2022_restormer_19716, title = {{Restormer: Efficient Transformer for High-Resolution Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2017_learning_12395, title = {{Learning Deep CNN Denoiser Prior for Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{cvpr2018_deep_12968, title = {{Deep Image Prior}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2018}, url = {https://openaccess.thecvf.com/content_cvpr_2018/html/Ulyanov_Deep_Image_Prior_CVPR_2018_paper.html}, } @inproceedings{neurips2016_image_55779, title = {{Image Restoration Using Very Deep Convolutional Encoder-Decoder Networks with Symmetric Skip Connections}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2016}, url = {https://nips.cc/virtual/2016/poster/6952}, } @inproceedings{cvpr2021_towards_18029, title = {{Towards Real-World Blind Face Restoration With Generative Facial Prior}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2022_all_18282, title = {{All-in-One Image Restoration for Unknown Corruption}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2021_gan_17051, title = {{GAN Prior Embedded Network for Blind Face Restoration in the Wild}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{neurips2018_non_57440, title = {{Non-Local Recurrent Network for Image Restoration}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11181}, } @inproceedings{cvpr2019_dual_14117, title = {{Dual Residual Networks Leveraging the Potential of Paired Operations for Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{aaai2024_omni_6818, title = {{Omni-Kernel Network for Image Restoration}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/27907}, } @inproceedings{cvpr2020_bringing_15214, title = {{Bringing Old Photos Back to Life}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2021_pd_17558, title = {{PD-GAN: Probabilistic Diverse GAN for Image Inpainting}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{iclr2019_residual_28932, title = {{Residual Non-local Attention Networks for Image Restoration}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2019}, url = {https://iclr.cc/virtual/2019/poster/795}, } @inproceedings{neurips2018_neural_57430, title = {{Neural Nearest Neighbors Networks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11128}, } @inproceedings{cvpr2021_deep_16814, title = {{Deep Convolutional Dictionary Learning for Image Denoising}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2022_restoreformer_19715, title = {{RestoreFormer: High-Quality Blind Face Restoration From Undegraded Key-Value Pairs}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2020_image_15671, title = {{Image Demoireing with Learnable Bandpass Filters}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2019_modulating_14529, title = {{Modulating Image Restoration With Continual Levels via Adaptive Feature Modification Layers}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{cvpr2025_darkir_25854, title = {{DarkIR: Robust Low-Light Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34876}, } @inproceedings{cvpr2021_restoring_17747, title = {{Restoring Extremely Dark Images in Real Time}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2025_efficient_26104, title = {{Efficient Visual State Space Model for Image Deblurring}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33210}, } @inproceedings{cvpr2024_image_23754, title = {{Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31134}, } @inproceedings{cvpr2024_boosting_22865, title = {{Boosting Image Restoration via Priors from Pre-trained Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30769}, } @inproceedings{aaai2024_learning_6496, title = {{Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28412}, } @inproceedings{cvpr2024_learning_23952, title = {{Learning Degradation-unaware Representation with Prior-based Latent Transformations for Blind Face Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29769}, } @inproceedings{aaai2026_bayesian_101112, title = {{Bayesian Neural Networks for One-to-Many Mapping in Image Enhancement}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37413}, } @inproceedings{aaai2025_quarf_10413, title = {{QuARF: Quality-Adaptive Receptive Fields for Degraded Image Perception}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33836}, } @inproceedings{cvpr2024_efficient_23337, title = {{Efficient Scene Recovery Using Luminous Flux Prior}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31756}, } @inproceedings{cvpr2025_zero_28177, title = {{Zero-Shot Image Restoration Using Few-Step Guidance of Consistency Models (and Beyond)}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32463}, } @inproceedings{icml2024_optimal_45540, title = {{Optimal Eye Surgeon: Finding image priors through sparse generators at initialization}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/32912}, } @inproceedings{iclr2024_a_35606, title = {{A Restoration Network as an Implicit Prior}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17467}, } @inproceedings{icml2025_stochastic_46956, title = {{Stochastic Deep Restoration Priors for Imaging Inverse Problems}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45624}, } @inproceedings{neurips2024_improving_70372, title = {{Improving the Learning Capability of Small-size Image Restoration Network by Deep Fourier Shifting}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96728}, } @inproceedings{neurips2024_ddr_72174, title = {{DDR: Exploiting Deep Degradation Response as Flexible Image Descriptor}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95166}, } @inproceedings{iclr2026_analyzing_86674, title = {{Analyzing the Training Dynamics of Image Restoration Transformers: A Revisit to Layer Normalization}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=SbLj5hJXh6}, } @inproceedings{aaai2026_multitasks_104162, title = {{Multitasks-based Deep Evidential Fusion Network for Blind Image Quality Assessment}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37691}, } @inproceedings{aaai2026_rectification_104282, title = {{Rectification Reimagined: A Unified Mamba Model for Image Correction and Rectangling with Prompts}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37811}, } @inproceedings{iclr2024_dreamclean_33673, title = {{DreamClean: Restoring Clean Image Using Deep Diffusion Prior}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19402}, }