SOTAVerified

Rain Removal

Papers

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Showing 1–50 of 317 papers

TitleStatusHype
TDiR: Transformer based Diffusion for Image Restoration Tasks—0
Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video Deraining—0
Deep Learning-Driven Ultra-High-Definition Image Restoration: A SurveyCode1
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 Deraining—0
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 Streams—0
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 Networks—0
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 Restoration—0
Soft Knowledge Distillation with Multi-Dimensional Cross-Net Attention for Image Restoration Models Compression—0
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 Deraining—0
Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer AggregationCode1
Unsupervised Network for Single Image Raindrop Removal—0
Joint multi-dimensional dynamic attention and transformer for general image restorationCode1
End-to-end Inception-Unet based Generative Adversarial Networks for Snow and Rain Removals—0
EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture ModelsCode2
Learning Truncated Causal History Model for Video RestorationCode2
GLMHA A Guided Low-rank Multi-Head Self-Attention for Efficient Image Restoration and Spectral Reconstruction—0
Power Line Aerial Image Restoration under dverse Weather: Datasets and BaselinesCode0
Multiple weather images restoration using the task transformer and adaptive mixup strategy—0
AllWeatherNet:Unified Image Enhancement for Autonomous Driving under Adverse Weather and Lowlight-conditionsCode2
A Hybrid Transformer-Mamba Network for Single Image DerainingCode2
Enhanced Control for Diffusion Bridge in Image RestorationCode0
A Preliminary Exploration Towards General Image Restoration—0
Multi-Scale Representation Learning for Image Restoration with State-Space Model—0
RainMamba: Enhanced Locality Learning with State Space Models for Video DerainingCode2
Unpaired Photo-realistic Image Deraining with Energy-informed Diffusion Model—0
Raindrop Clarity: A Dual-Focused Dataset for Day and Night Raindrop RemovalCode2
Adaptive Frequency Enhancement Network for Single Image Deraining—0
Cycle Contrastive Adversarial Learning for Unsupervised image Deraining—0
GAURA: Generalizable Approach for Unified Restoration and Rendering of Arbitrary ViewsCode1
OneRestore: A Universal Restoration Framework for Composite DegradationCode3
Instruct-IPT: All-in-One Image Processing Transformer via Weight ModulationCode3
Learning Frequency-Aware Dynamic Transformers for All-In-One Image Restoration—0
Denoising as Adaptation: Noise-Space Domain Adaptation for Image RestorationCode2
Revitalizing Convolutional Network for Image RestorationCode2
Ultra-High-Definition Image Restoration: New Benchmarks and A Dual Interaction Prior-Driven SolutionCode1
Restorer: Removing Multi-Degradation with All-Axis Attention and Prompt GuidanceCode0
MDeRainNet: An Efficient Neural Network for Rain Streak Removal from Macro-pixel Images—0
A Two-Stage Adverse Weather Semantic Segmentation Method for WeatherProof Challenge CVPR 2024 Workshop UG2+—0
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All datasetsNightrainDID-MDN

Benchmark Results

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