SOTAVerified

Rain Removal

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–200 of 317 papers

TitleStatusHype
Learning Hierarchical Dynamics with Spatial Adjacency for Image EnhancementCode0
Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion ModelsCode2
Magic ELF: Image Deraining Meets Association Learning and TransformerCode1
Snow Mask Guided Adaptive Residual Network for Image Snow Removal—0
Multi-scale Attentive Image De-raining Networks via Neural Architecture SearchCode0
Not Just Streaks: Towards Ground Truth for Single Image DerainingCode1
Toward Real-world Single Image Deraining: A New Benchmark and BeyondCode1
Robust Deep Ensemble Method for Real-world Image DenoisingCode0
Feature-Aligned Video Raindrop Removal with Temporal Constraints—0
Light Field Raindrop Removal via 4D Re-sampling—0
Flexible Diffusion Modeling of Long VideosCode1
From heavy rain removal to detail restoration: A faster and better networkCode1
Semi-MoreGAN: A New Semi-supervised Generative Adversarial Network for Mixture of Rain RemovalCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
Heavy Rain Face Image Restoration: Integrating Physical Degradation Model and Facial Component Guided Adversarial Learning—0
Detail-recovery Image Deraining via Dual Sample-augmented Contrastive LearningCode0
RestoreX-AI: A Contrastive Approach towards Guiding Image Restoration via Explainable AI Systems—0
Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive Benchmark Analysis and BeyondCode1
Unsupervised Image Deraining: Optimization Model Driven Deep CNN—0
Unsupervised Deraining: Where Contrastive Learning Meets Self-similarityCode1
Neural Compression-Based Feature Learning for Video Restoration—0
ART-SS: An Adaptive Rejection Technique for Semi-Supervised restoration for adverse weather-affected imagesCode0
When A Conventional Filter Meets Deep Learning: Basis Composition Learning on Image FiltersCode0
An End-to-End Cascaded Image Deraining and Object Detection Neural Network—0
Deep Single Image Deraining using An Asymetric Cycle Generative and Adversarial Framework—0
Task Adaptive Network for Image Restoration With Combined Degradation FactorsCode1
On Representation Learning with FeedbackCode1
Online-updated High-order Collaborative Networks for Single Image Deraining—0
MAXIM: Multi-Axis MLP for Image ProcessingCode3
Uncertainty-Aware Cascaded Dilation Filtering for High-Efficiency DerainingCode1
KNN Local Attention for Image Restoration—0
GIQE: Generic Image Quality Enhancement via Nth Order Iterative Degradation—0
Dreaming To Prune Image Deraining Networks—0
SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-Trained Siamese Transformers—0
TRNR: Task-Driven Image Rain and Noise Removal with a Few Images Based on Patch AnalysisCode0
ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical RepresentationCode1
Restormer: Efficient Transformer for High-Resolution Image RestorationCode1
SAPNet: Segmentation-Aware Progressive Network for Perceptual Contrastive DerainingCode1
Triple-level Model Inferred Collaborative Network Architecture for Video DerainingCode0
Single Image Deraining Network with Rain Embedding Consistency and Layered LSTMCode1
M2GAN: A Multi-Stage Self-Attention Network for Image Rain Removal on Autonomous Vehicles—0
Towards Safer Transportation: a self-supervised learning approach for traffic video deraining—0
UnfairGAN: An Enhanced Generative Adversarial Network for Raindrop Removal from A Single Image—0
Image Deraining and Denoising Convolutional Neural Network ForAutonomous Driving—0
Unpaired Deep Image Deraining Using Dual Contrastive Learning—0
Blind Image DecompositionCode1
Structure-Preserving Deraining with Residue Channel Prior GuidanceCode1
Rain Removal and Illumination Enhancement Done in One Go—0
RCDNet: An Interpretable Rain Convolutional Dictionary Network for Single Image DerainingCode1
Removing Raindrops and Rain Streaks in One GoCode1
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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