Image Restoration

The Last Byte: Learning Just Enough for Machine-Oriented Image Compression AAAI 2026 Thermal Diffusion Matters: Infrared Spatial-Temporal Video Super-Resolution through Heat Conduction Priors CVPR 2026 Thermal-Physics Guided Infrared Image Super-Resolution with Dynamic High-Frequency Amplification AAAI 2026 The Surprising Effectiveness of Noise Pretraining for Implicit Neural Representations CVPR 2026 Through the Water: Refractive Gaussian Splatting for Water Surface Scenes AAAI 2026 TileGS: Adaptive Gaussian Densification Through Tile-Guided Perceptual Analysis AAAI 2026 Time-Aware One Step Diffusion Network for Real-World Image Super-Resolution CVPR 2026 Time-Specialized Event-Image Alignment for Blur-to-Video Decomposition CVPR 2026 TM-BSN: Triangular-Masked Blind-Spot Network for Real-World Self-Supervised Image Denoising CVPR 2026 Towards Efficient Low-rate Image Compression with Frequency-aware Diffusion Prior Refinement AAAI 2026 Towards Photorealistic and Efficient Bokeh Rendering via Diffusion Framework CVPR 2026 Towards Real-Time Neutral Atom Array Assembly via Unsupervised Hologram Generation and Path Optimization AAAI 2026 Towards Universal Computational Aberration Correction in Photographic Cameras: A Comprehensive Benchmark Analysis CVPR 2026 Training and Inference Within 1 Second – Tackle Cross-Sensor Degradation of Real-World Pansharpening with Efficient Residual Feature Tailoring AAAI 2026 Transformer-Based Inpainting for Real-Time 3D Streaming in Sparse Multi-Camera Setups WACV 2026 UARE: A Unified Vision-Language Model for Image Quality Assessment, Restoration, and Enhancement CVPR 2026 UCMNet: Uncertainty-Aware Context Memory Network for Under-Display Camera Image Restoration CVPR 2026 UMNet: Uncertainty-guided Memory Network for Hyperspectral Pansharpening AAAI 2026 Unblur-SLAM: Dense Neural SLAM for Blurry Inputs CVPR 2026 UniCoRN: Latent Diffusion-based Unified Controllable Image Restoration Network across Multiple Degradations WACV 2026 UniLDiff: Unlocking the Power of Diffusion Priors for All-in-One Image Restoration CVPR 2026 UniRain: Unified Image Deraining with RAG-based Dataset Distillation and Multi-objective Reweighted Optimization CVPR 2026 UniSER: A Foundation Model for Unified Soft Effects Removal CVPR 2026 Unpaired Image Deraining Using Reward-Guided Self-Reinforcement Strategy CVPR 2026 UnReflectAnything: RGB-Only Highlight Removal by Rendering Synthetic Specular Supervision CVPR 2026