SOTAVerified

Rain Removal

Papers

Showing 125 of 317 papers

TitleStatusHype
TDiR: Transformer based Diffusion for Image Restoration Tasks0
Deep Learning-Driven Ultra-High-Definition Image Restoration: A SurveyCode1
Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video Deraining0
Degradation-Aware Feature Perturbation for All-in-One Image RestorationCode2
Unsupervised Raindrop Removal from a Single Image using Conditional Diffusion ModelsCode0
PRE-Mamba: A 4D State Space Model for Ultra-High-Frequent Event Camera Deraining0
Image Restoration via Multi-domain LearningCode1
NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and ResultsCode2
Content-Aware Transformer for All-in-one Image RestorationCode2
SpikeDerain: Unveiling Clear Videos from Rainy Sequences Using Color Spike Streams0
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image RestorationCode1
Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image DerainingCode1
Vision-Language Gradient Descent-driven All-in-One Deep Unfolding Networks0
Iterative Optimal Attention and Local Model for Single Image Rain Streak RemovalCode0
Intra and Inter Parser-Prompted Transformers for Effective Image RestorationCode0
High-resolution Rainy Image Synthesis: Learning from RenderingCode0
Directing Mamba to Complex Textures: An Efficient Texture-Aware State Space Model for Image Restoration0
Soft Knowledge Distillation with Multi-Dimensional Cross-Net Attention for Image Restoration Models Compression0
MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image RestorationCode2
A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse ArtifactsCode1
Leveraging Scene Geometry and Depth Information for Robust Image Deraining0
Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer AggregationCode1
Unsupervised Network for Single Image Raindrop Removal0
Joint multi-dimensional dynamic attention and transformer for general image restorationCode1
End-to-end Inception-Unet based Generative Adversarial Networks for Snow and Rain Removals0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TurtlePSNR29.26Unverified
2NightRainPSNR26.73Unverified
3FDMPSNR23.49Unverified
4WeatherDiffPSNR20.98Unverified
#ModelMetricClaimedVerifiedStatus
1OneRestorePSNR32.89Unverified
2GCANetPSNR31.68Unverified