Image Restoration

Self-Supervised Learning Based on Transformed Image Reconstruction for Equivariance-Coherent Feature Representation AAAI 2026 Self-Supervised Uncertainty Estimation For Super-Resolution of Satellite Images UAI 2026 Semantics and Content Matter: Towards Multi-Prior Hierarchical Mamba for Image Deraining AAAI 2026 Semi-Supervised High Dynamic Range Image Reconstructing via Bi-Level Uncertain Area Masking AAAI 2026 ShiftLUT: Spatial Shift Enhanced Look-Up Tables for Efficient Image Restoration CVPR 2026 ShreddingNet: Coarse-to-Fine Restoration for Multi-Source Shredded Manuscripts CVPR 2026 SIGMA: A Physics-Based Benchmark for Gas Chimney Understanding in Seismic Images CVPR 2026 Single-step Diffusion for Image Compression at Ultra-Low Bitrates WACV 2026 SLCFormer: Spectral-Local Context Transformer with Physics-Grounded Flare Synthesis for Nighttime Flare Removal AAAI 2026 SmartSplat: Feature-Smart Gaussians for Scalable Compression of Ultra-High-Resolution Images AAAI 2026 SODiff：Semantic-Oriented Diffusion Model for JPEG Compression Artifacts Removal AAAI 2026 Sparse4DGS: 4D Gaussian Splatting for Sparse-Frame Dynamic Scene Reconstruction AAAI 2026 SparseSurf: Sparse-View 3D Gaussian Splatting for Surface Reconstruction AAAI 2026 Spatio-Temporal Difference Guided Motion Deblurring with the Complementary Vision Sensor CVPR 2026 SpecGen: Neural Spectral BRDF Generation via Spectral-Spatial Tri-plane Aggregation WACV 2026 Spike Stream Memory Transfer for Dynamic Scene Reconstruction AAAI 2026 SpikingIR: A Novel Converted Spiking Neural Network for Efficient Image Restoration AAAI 2026 SPJFNet: Self-Mining Prior-Guided Joint Frequency Enhancement for Ultra-Efficient Dark Image Restoration AAAI 2026 Split-Layer: Enhancing Implicit Neural Representation by Maximizing the Dimensionality of Feature Space AAAI 2026 Statistical Characteristic-Guided Denoising for Rapid High-Resolution Transmission Electron Microscopy Imaging CVPR 2026 Steering One-Step Diffusion Model with Fidelity-Rich Decoder for Fast Image Compression AAAI 2026 STRinGS: Selective Text Refinement in Gaussian Splatting WACV 2026 Taming Generative Diffusion Model for Task-Oriented Infrared Imaging CVPR 2026 Test-Time Preference Optimization for Image Restoration AAAI 2026 TextOVSR: Text-Guided Real-World Opera Video Super-Resolution CVPR 2026