SOTAVerified

Rain Removal

Papers

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Showing 1–50 of 317 papers

TitleStatusHype
InstructIR: High-Quality Image Restoration Following Human InstructionsCode4
Instruct-IPT: All-in-One Image Processing Transformer via Weight ModulationCode3
VmambaIR: Visual State Space Model for Image RestorationCode3
MAXIM: Multi-Axis MLP for Image ProcessingCode3
OneRestore: A Universal Restoration Framework for Composite DegradationCode3
AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and ModulationCode3
Bidirectional Multi-Scale Implicit Neural Representations for Image DerainingCode3
Learning A Spiking Neural Network for Efficient Image DerainingCode2
NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and ResultsCode2
Learning A Sparse Transformer Network for Effective Image DerainingCode2
Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image RestorationCode2
Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image RestorationCode2
Degradation-Aware Feature Perturbation for All-in-One Image RestorationCode2
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
A Hybrid Transformer-Mamba Network for Single Image DerainingCode2
Revitalizing Convolutional Network for Image RestorationCode2
PromptIR: Prompting for All-in-One Blind Image RestorationCode2
MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image RestorationCode2
Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion ModelsCode2
Denoising as Adaptation: Noise-Space Domain Adaptation for Image RestorationCode2
AllWeatherNet:Unified Image Enhancement for Autonomous Driving under Adverse Weather and Lowlight-conditionsCode2
FreqMamba: Viewing Mamba from a Frequency Perspective for Image DerainingCode2
Raindrop Clarity: A Dual-Focused Dataset for Day and Night Raindrop RemovalCode2
Learning Truncated Causal History Model for Video RestorationCode2
EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture ModelsCode2
Content-Aware Transformer for All-in-one Image RestorationCode2
KBNet: Kernel Basis Network for Image RestorationCode2
RainMamba: Enhanced Locality Learning with State Space Models for Video DerainingCode2
Controlling Vision-Language Models for Multi-Task Image RestorationCode2
Image Restoration via Multi-domain LearningCode1
Blind Image DecompositionCode1
Image Restoration Through Generalized Ornstein-Uhlenbeck BridgeCode1
Image Restoration via Frequency SelectionCode1
Improving Image Restoration through Removing Degradations in Textual RepresentationsCode1
HINet: Half Instance Normalization Network for Image RestorationCode1
A Mountain-Shaped Single-Stage Network for Accurate Image RestorationCode1
HQ-50K: A Large-scale, High-quality Dataset for Image RestorationCode1
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather ConditionsCode1
A Model-driven Deep Neural Network for Single Image Rain RemovalCode1
GAURA: Generalizable Approach for Unified Restoration and Rendering of Arbitrary ViewsCode1
Image Deraining with Frequency-Enhanced State Space ModelCode1
Exploring the potential of channel interactions for image restorationCode1
Exploring Overcomplete Representations for Single Image Deraining using CNNsCode1
From heavy rain removal to detail restoration: A faster and better networkCode1
Event-Aware Video Deraining via Multi-Patch Progressive LearningCode1
Flexible Diffusion Modeling of Long VideosCode1
ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical RepresentationCode1
Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed ImagesCode1
A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse ArtifactsCode1
Explore Internal and External Similarity for Single Image Deraining with Graph Neural NetworksCode1
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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