Image Enhancement

$L^{2}DGS$: Low-Light Dynamic Gaussian Splatting CVPR 2026 2-Shots in the Dark: Low-Light Denoising with Minimal Data Acquisition CVPR 2026 AceTone: Bridging Words and Colors for Conditional Image Grading CVPR 2026 Beyond the Ground Truth: Enhanced Supervision for Image Restoration CVPR 2026 Bi-Bridge: Bidirectional Diffusion Bridges for Low-Light Image Enhancement CVPR 2026 BiEvLight: Bi-level Learning of Task-Aware Event Refinement for Low-Light Image Enhancement CVPR 2026 Bridging Classical and Learned Priors: A Hybrid Framework for Medical Image Enhancement MIDL 2026 Continuous Exposure-Time Modeling for Realistic Atmospheric Turbulence Synthesis CVPR 2026 Disentanglement-wise Image Dehazing through Cross-Domain Manifold Consensus CVPR 2026 DVAR: Dynamic Visual Autoregressive Modeling for Image Super-Resolution CVPR 2026 ELVIS: Enhance Low-Light for Video Instance Segmentation in the Dark CVPR 2026 Enhancing Unregistered Hyperspectral Image Super-Resolution via Unmixing-based Abundance Fusion Learning CVPR 2026 eRetinexGS: Retinex Modeling for Low-Light Scene Enhancement via Event Streams and 3D Gaussian Splatting CVPR 2026 Event-Based Motion Deblurring Using Task-Oriented 3D Gaussian Event Representations CVPR 2026 Event-Illumination Collaborative Low-light Image Enhancement with a High-resolution Real-world Dataset CVPR 2026 ExpoCM: Exposure-Aware One-Step Generative Single-Image HDR Reconstruction CVPR 2026 FastGaMer: Efficient GainMap Learning for Practical Inverse Tone Mapping CVPR 2026 FiDeSR: High-Fidelity and Detail-Preserving One-Step Diffusion Super-Resolution CVPR 2026 FRAMER: Frequency-Aligned Self-Distillation with Adaptive Modulation Leveraging Diffusion Priors for Real-World Image Super-Resolution CVPR 2026 From Events to Clarity: The Event-Guided Diffusion Framework for Dehazing CVPR 2026 HDW-SR: High-Frequency Guided Diffusion Model based on Wavelet Decomposition for Image Super-Resolution CVPR 2026 HiDRA: Hierarchical Degradation Representation and Adaptation with Generative Priors for Enhancing Infrared Vision CVPR 2026 It Takes Two: A Duet of Periodicity and Directionality for Burst Flicker Removal CVPR 2026 Learning Latent Proxies for Controllable Single-Image Relighting CVPR 2026 Learning Personalized Photographic Style from Pairwise User Preferences CVPR 2026