Image Restoration

Benchmarking Endoscopic Surgical Image Restoration and Beyond CVPR 2026 Beyond Ground-Truth: Leveraging Image Quality Priors for Real-World Image Restoration CVPR 2026 BHCast: Unlocking Black Hole Plasma Dynamics from a Single Blurry Image with Long-Term Forecasting CVPR 2026 CASR: A Robust Cyclic Framework for Arbitrary Large-Scale Super-Resolution with Distribution Alignment and Self-Similarity Awareness CVPR 2026 Convexity-Aware Noise Calibration: A Self-Supervised Framework for Noise-Level-Unknown Image Denoising CVPR 2026 Degradation-Consistent Test-Time Adaptation for All-in-One Image Restoration CVPR 2026 Diff-SemiER: Transparency-Aware Adaptive Fusion Diffusion Model with Generative Prior for Semi-Transparent Eyeglasses Removal CVPR 2026 DNF-SR: Dual-Input and Negative-Aware Feature Fine-Tuning for Real-World Image Super-Resolution CVPR 2026 Dual Ascent Diffusion for Inverse Problems CVPR 2026 Edge-Focused Super-Resolution for Omnidirectional Images with Spherical Geometric Augmentation CVPR 2026 Enhancing Unregistered Hyperspectral Image Super-Resolution via Unmixing-based Abundance Fusion Learning CVPR 2026 Event-based Motion Deblurring with Unpaired Data CVPR 2026 FinPercep-RM: A Fine-grained Reward Model and Co-evolutionary Curriculum for RL-based Real-world Super-Resolution CVPR 2026 FoundIR-v2: Optimizing Pre-Training Data Mixtures for Image Restoration Foundation Model CVPR 2026 Learning Latent Transmission and Glare Maps for Lens Veiling Glare Removal CVPR 2026 Low-Rank Residual Diffusion Models CVPR 2026 OMoBlur: An Object Motion Blur Dataset and Benchmark for Real-World Local Motion Deblurring CVPR 2026 Orientation-Aware Diffusion Super-Resolution for 3T-Like Fetal MRI from Routine 1.5T Scans MIDL 2026 PhaSR: Generalized Image Shadow Removal with Physically Aligned Priors CVPR 2026 Physically-Grounded Turbulence Mitigation with Frame-Shared Degradation Parameters CVPR 2026 Physics-Guided Multistep Deformation Reversal for Ancient Bamboo Slip Restoration CVPR 2026 Quantum-Inspired Orthonormal CNN for Energy-Efficient Medical Image Denoising MIDL 2026 Residual Diffusion Bridge Model for Image Restoration CVPR 2026 Restore, Assess, Repeat: A Unified Framework for Iterative Image Restoration CVPR 2026 Retrieve-to-Restore: Efficient All-in-One Image Restoration with a Retrieval-Based Degradation Bank CVPR 2026