% Key papers for Diffusion-based universal restoration (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2023_generative_21077, title = {{Generative Diffusion Prior for Unified Image Restoration and Enhancement}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22095}, } @inproceedings{neurips2022_denoising_65827, title = {{Denoising Diffusion Restoration Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54021}, } @inproceedings{cvpr2024_wavelet_25268, title = {{Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30059}, } @inproceedings{cvpr2024_residual_24621, title = {{Residual Denoising Diffusion Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31373}, } @inproceedings{neurips2023_cold_68451, title = {{Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71367}, } @inproceedings{cvpr2023_dr2_20707, title = {{DR2: Diffusion-Based Robust Degradation Remover for Blind Face Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22939}, } @inproceedings{iclr2023_zero_33123, title = {{Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/12016}, } @inproceedings{icml2023_image_42000, title = {{Image Restoration with Mean-Reverting Stochastic Differential Equations}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/24650}, } @inproceedings{neurips2017_deep_56241, title = {{Deep Mean-Shift Priors for Image Restoration}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/8871}, } @inproceedings{cvpr2024_hir_23662, title = {{HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29665}, } @inproceedings{cvpr2024_learning_23953, title = {{Learning Diffusion Texture Priors for Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30857}, } @inproceedings{cvpr2025_unirestore_28006, title = {{UniRestore: Unified Perceptual and Task-Oriented Image Restoration Model Using Diffusion Prior}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33166}, } @inproceedings{neurips2024_blind_71444, title = {{Blind Image Restoration via Fast Diffusion Inversion}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95812}, } @inproceedings{icml2023_i_42427, title = {{I\$^2\$SB: Image-to-Image Schrödinger Bridge}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/25047}, } @inproceedings{cvpr2024_restoration_24625, title = {{Restoration by Generation with Constrained Priors}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30743}, } @inproceedings{cvpr2025_dual_26020, title = {{Dual Prompting Image Restoration with Diffusion Transformers}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32819}, } @inproceedings{neurips2023_a_68613, title = {{A Unified Conditional Framework for Diffusion-based Image Restoration}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71222}, } @inproceedings{cvpr2024_waveface_25266, title = {{WaveFace: Authentic Face Restoration with Efficient Frequency Recovery}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30181}, } @inproceedings{iclr2025_reti_83261, title = {{Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28550}, } @inproceedings{aaai2026_maisi_105553, title = {{MAISI-v2: Accelerated 3D High-Resolution Medical Image Synthesis with Rectified Flow and Region-specific Contrastive Loss}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/38309}, } @inproceedings{aaai2024_improving_6291, title = {{Improving Diffusion-Based Image Restoration with Error Contraction and Error Correction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/27833}, } @inproceedings{cvpr2025_reconciling_27406, title = {{Reconciling Stochastic and Deterministic Strategies for Zero-shot Image Restoration using Diffusion Model in Dual}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33265}, } @inproceedings{aaai2025_zero_11326, title = {{Zero-shot Video Restoration and Enhancement Using Pre-Trained Image Diffusion Model}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32189}, } @inproceedings{icml2024_diracdiffusion_45105, title = {{DiracDiffusion: Denoising and Incremental Reconstruction with Assured Data-Consistency}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33347}, } @inproceedings{icml2024_image_45361, title = {{Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33090}, } @inproceedings{aaai2026_dereflection_100749, title = {{Dereflection Any Image with Diffusion Priors and Diversified Data}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/42489}, } @inproceedings{aaai2026_diffusion_104378, title = {{Diffusion Once and Done: Degradation-Aware LoRA for All-in-One Image Restoration}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37905}, } @inproceedings{aaai2025_asyncdsb_8160, title = {{AsyncDSB: Schedule-Asynchronous Diffusion Schrödinger Bridge for Image Inpainting}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32349}, } @inproceedings{cvpr2025_fire_26257, title = {{FiRe: Fixed-points of Restoration Priors for Solving Inverse Problems}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34453}, }