SOTAVerified

Rain Removal

Papers

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Showing 51–100 of 317 papers

TitleStatusHype
Imitating the Functionality of Image-to-Image Models Using a Single Example—0
Explore Internal and External Similarity for Single Image Deraining with Graph Neural NetworksCode1
FourierMamba: Fourier Learning Integration with State Space Models for Image Deraining—0
Dual-Path Multi-Scale Transformer for High-Quality Image Deraining—0
Towards Ultra-High-Definition Image Deraining: A Benchmark and An Efficient MethodCode1
Image Deraining with Frequency-Enhanced State Space ModelCode1
Learning A Spiking Neural Network for Efficient Image DerainingCode2
Harnessing Joint Rain-/Detail-aware Representations to Eliminate Intricate RainsCode0
FreqMamba: Viewing Mamba from a Frequency Perspective for Image DerainingCode2
Efficient Concertormer for Image Deblurring and Beyond—0
Bidirectional Multi-Scale Implicit Neural Representations for Image DerainingCode3
Specularity Factorization for Low-Light Enhancement—0
Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image RestorationCode2
IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions—0
Image Deraining via Self-supervised Reinforcement Learning—0
Distilling Semantic Priors from SAM to Efficient Image Restoration Models—0
AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and ModulationCode3
GT-Rain Single Image Deraining Challenge Report—0
VmambaIR: Visual State Space Model for Image RestorationCode3
TRG-Net: An Interpretable and Controllable Rain GeneratorCode0
Gabor-guided transformer for single image deraining—0
Boosting Image Restoration via Priors from Pre-trained Models—0
NiteDR: Nighttime Image De-Raining with Cross-View Sensor Cooperative Learning for Dynamic Driving ScenesCode0
Exploiting Regional Information Transformer for Single Image DerainingCode1
IRConStyle: Image Restoration Framework Using Contrastive Learning and Style TransferCode0
UAV-Rain1k: A Benchmark for Raindrop Removal from UAV Aerial ImageryCode1
Dual-Path Coupled Image Deraining Network via Spatial-Frequency InteractionCode0
LIR: A Lightweight Baseline for Image RestorationCode1
InstructIR: High-Quality Image Restoration Following Human InstructionsCode4
DPAFNet:Dual Path Attention Fusion Network for Single Image Deraining—0
Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image RestorationCode2
NightRain: Nighttime Video Deraining via Adaptive-Rain-Removal and Adaptive-Correction—0
Improving Image Restoration through Removing Degradations in Textual RepresentationsCode1
ViStripformer: A Token-Efficient Transformer for Versatile Video RestorationCode0
End-to-end Rain Streak Removal with RAW Images—0
Exploring the potential of channel interactions for image restorationCode1
Image Restoration Through Generalized Ornstein-Uhlenbeck BridgeCode1
Textual Prompt Guided Image RestorationCode1
Prompt-In-Prompt Learning for Universal Image RestorationCode1
Dynamic Association Learning of Self-Attention and Convolution in Image Restoration—0
Image Restoration via Frequency SelectionCode1
See SIFT in a RainCode0
TPSeNCE: Towards Artifact-Free Realistic Rain Generation for Deraining and Object Detection in RainCode1
Towards Unified Deep Image Deraining: A Survey and A New Benchmark—0
Controlling Vision-Language Models for Multi-Task Image RestorationCode2
EGVD: Event-Guided Video DerainingCode0
Multi-dimension Queried and Interacting Network for Stereo Image DerainingCode0
Learning from History: Task-agnostic Model Contrastive Learning for Image RestorationCode1
Latent Degradation Representation Constraint for Single Image DerainingCode0
Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain StreaksCode1
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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