SOTAVerified

Rain Removal

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–200 of 317 papers

TitleStatusHype
Distilling Semantic Priors from SAM to Efficient Image Restoration Models—0
GT-Rain Single Image Deraining Challenge Report—0
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
IRConStyle: Image Restoration Framework Using Contrastive Learning and Style TransferCode0
Dual-Path Coupled Image Deraining Network via Spatial-Frequency InteractionCode0
DPAFNet:Dual Path Attention Fusion Network for Single Image Deraining—0
NightRain: Nighttime Video Deraining via Adaptive-Rain-Removal and Adaptive-Correction—0
ViStripformer: A Token-Efficient Transformer for Versatile Video RestorationCode0
End-to-end Rain Streak Removal with RAW Images—0
Dynamic Association Learning of Self-Attention and Convolution in Image Restoration—0
See SIFT in a RainCode0
Towards Unified Deep Image Deraining: A Survey and A New Benchmark—0
EGVD: Event-Guided Video DerainingCode0
Multi-dimension Queried and Interacting Network for Stereo Image DerainingCode0
Latent Degradation Representation Constraint for Single Image DerainingCode0
Learning Image Deraining Transformer Network with Dynamic Dual Self-Attention—0
Towards General and Fast Video Derain via Knowledge Distillation—0
A Hybrid CNN-Transformer Architecture with Frequency Domain Contrastive Learning for Image Deraining—0
Decomposition Ascribed Synergistic Learning for Unified Image Restoration—0
Uncertainty-Driven Multi-Scale Feature Fusion Network for Real-time Image Deraining—0
Uni-Removal: A Semi-Supervised Framework for Simultaneously Addressing Multiple Degradations in Real-World Images—0
Contrastive Learning Based Recursive Dynamic Multi-Scale Network for Image Deraining—0
PEARL: Preprocessing Enhanced Adversarial Robust Learning of Image Deraining for Semantic Segmentation—0
Networks are Slacking Off: Understanding Generalization Problem in Image Deraining—0
A Two-Stage Real Image Deraining Method for GT-RAIN Challenge CVPR 2023 Workshop UG^2+ Track 3Code0
Dual Degradation Representation for Joint Deraining and Low-Light Enhancement in the DarkCode0
Single Image Deraining via Feature-based Deep Convolutional Neural Network—0
Sparsity-Aware Optimal Transport for Unsupervised Restoration Learning—0
Joint Depth Estimation and Mixture of Rain Removal From a Single ImageCode0
WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal—0
Rethinking Real-world Image Deraining via An Unpaired Degradation-Conditioned Diffusion Model—0
Variational Degeneration to Structural Refinement: A Unified Framework for Superimposed Image Decomposition—0
SmartAssign: Learning a Smart Knowledge Assignment Strategy for Deraining and Desnowing—0
Both Diverse and Realism Matter: Physical Attribute and Style Alignment for Rainy Image Generation—0
Bi-Noising Diffusion: Towards Conditional Diffusion Models with Generative Restoration Priors—0
Relationship Quantification of Image Degradations—0
Stereo Image Rain Removal via Dual-View Mutual Attention—0
Potential Auto-driving Threat: Universal Rain-removal Attack—0
Cross-Stitched Multi-task Dual Recursive Networks for Unified Single Image Deraining and DesnowingCode0
Unsupervised Deraining: Where Asymmetric Contrastive Learning Meets Self-similarity—0
Dual-Pixel Raindrop Removal—0
Dual-former: Hybrid Self-attention Transformer for Efficient Image Restoration—0
Single Image Deraining via Rain-Steaks Aware Deep Convolutional Neural Network—0
Removing Rain Streaks via Task Transfer Learning—0
Rain Removal from Light Field Images with 4D Convolution and Multi-scale Gaussian ProcessCode0
Learning Hierarchical Dynamics with Spatial Adjacency for Image EnhancementCode0
Snow Mask Guided Adaptive Residual Network for Image Snow Removal—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