% Key papers for Real-world restoration with unaligned data (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2020_enhanced_15480, title = {{Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature Fusion}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2020_joint_15717, title = {{Joint Demosaicing and Denoising With Self Guidance}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2016_exploiting_11537, title = {{Exploiting Spectral-Spatial Correlation for Coded Hyperspectral Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{cvpr2019_attention_13867, title = {{Attention-Based Adaptive Selection of Operations for Image Restoration in the Presence of Unknown Combined Distortions}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{cvpr2022_burst_18400, title = {{Burst Image Restoration and Enhancement}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2021_image_17162, title = {{Image Restoration for Under-Display Camera}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2021_removing_17734, title = {{Removing Diffraction Image Artifacts in Under-Display Camera via Dynamic Skip Connection Network}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2023_burstormer_20518, title = {{Burstormer: Burst Image Restoration and Enhancement Transformer}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22057}, } @inproceedings{aaai2024_vqcnir_7750, title = {{VQCNIR: Clearer Night Image Restoration with Vector-Quantized Codebook}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28623}, } @inproceedings{cvpr2016_needle_11725, title = {{Needle-Match: Reliable Patch Matching Under High Uncertainty}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{cvpr2021_controllable_16752, title = {{Controllable Image Restoration for Under-Display Camera in Smartphones}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2023_generating_21070, title = {{Generating Aligned Pseudo-Supervision From Non-Aligned Data for Image Restoration in Under-Display Camera}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22558}, } @inproceedings{cvpr2024_look_24028, title = {{Look-Up Table Compression for Efficient Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30129}, } @inproceedings{cvpr2021_exploiting_16970, title = {{Exploiting Aliasing for Manga Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2023_gated_21055, title = {{Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22030}, } @inproceedings{cvpr2025_volformer_28131, title = {{VolFormer: Explore More Comprehensive Cube Interaction for Hyperspectral Image Restoration and Beyond}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33805}, } @inproceedings{cvpr2022_exploring_18806, title = {{Exploring and Evaluating Image Restoration Potential in Dynamic Scenes}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{iclr2025_adair_81827, title = {{AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29955}, } @inproceedings{aaai2024_deep_5642, title = {{Deep Linear Array Pushbroom Image Restoration: A Degradation Pipeline and Jitter-Aware Restoration Network}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/27892}, } @inproceedings{aaai2025_panadapter_10260, title = {{PanAdapter: Two-Stage Fine-Tuning with Spatial-Spectral Priors Injecting for Pansharpening}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32912}, } @inproceedings{cvpr2025_lp_26704, title = {{LP-Diff: Towards Improved Restoration of Real-World Degraded License Plate}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32968}, } @inproceedings{aaai2024_descanning_5672, title = {{Descanning: From Scanned to the Original Images with a Color Correction Diffusion Model}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/27855}, } @inproceedings{aaai2025_sidl_10608, title = {{SIDL: A Real-World Dataset for Restoring Smartphone Images with Dirty Lenses}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32257}, } @inproceedings{aaai2025_step_10841, title = {{Step-Calibrated Diffusion for Biomedical Optical Image Restoration}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32635}, } @inproceedings{iclr2024_dual_34948, title = {{Dual Associated Encoder for Face Restoration}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18126}, } @inproceedings{neurips2024_perceptual_71737, title = {{Perceptual Fairness in Image Restoration}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95549}, } @inproceedings{aaai2026_clear_104149, title = {{Clear Nights Ahead: Towards Multi-Weather Nighttime Image Restoration}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37678}, } @inproceedings{aaai2026_mpi_105504, title = {{MPI-Mamba: Latent Feature Fusion Mamba for Anisotropic Image Calibration and Deblurring in Magnetic Particle Imaging}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/38260}, } @inproceedings{aaai2025_dctmamba_8595, title = {{DCTMamba: Advancing JPEG Image Restoration Through Long-Sequence Modeling and Adaptive Frequency Strategy}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32854}, } @inproceedings{iclr2025_posterior_83039, title = {{Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28765}, } @inproceedings{cvpr2026_face2scene_96637, title = {{Face2Scene: Using Facial Degradation as an Oracle for Diffusion-Based Scene Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2026}, url = {https://openaccess.thecvf.com/content/CVPR2026/html/Kazerouni_Face2Scene_Using_Facial_Degradation_as_an_Oracle_for_Diffusion-Based_Scene_CVPR_2026_paper.html}, } @inproceedings{cvpr2026_dynamic_98871, title = {{Dynamic Exposure Burst Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2026}, url = {https://openaccess.thecvf.com/content/CVPR2026/html/Kim_Dynamic_Exposure_Burst_Image_Restoration_CVPR_2026_paper.html}, } @inproceedings{cvpr2026_ucmnet_99229, title = {{UCMNet: Uncertainty-Aware Context Memory Network for Under-Display Camera Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2026}, url = {https://openaccess.thecvf.com/content/CVPR2026/html/Kim_UCMNet_Uncertainty-Aware_Context_Memory_Network_for_Under-Display_Camera_Image_Restoration_CVPR_2026_paper.html}, } @inproceedings{icml2025_feature_48976, title = {{Feature out! Let Raw Image as Your Condition for Blind Face Restoration}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/43647}, }