SOTAVerified

Rain Removal

Papers

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Showing 101–150 of 317 papers

TitleStatusHype
Learning A Coarse-to-Fine Diffusion Transformer for Image RestorationCode1
Learning Image Deraining Transformer Network with Dynamic Dual Self-Attention—0
Towards General and Fast Video Derain via Knowledge Distillation—0
From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain RemovalCode1
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
PromptIR: Prompting for All-in-One Blind Image RestorationCode2
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
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
WaveDM: Wavelet-Based Diffusion Models for Image RestorationCode1
Reciprocal Attention Mixing Transformer for Lightweight Image RestorationCode1
A Two-Stage Real Image Deraining Method for GT-RAIN Challenge CVPR 2023 Workshop UG^2+ Track 3Code0
Event-Aware Video Deraining via Multi-Patch Progressive LearningCode1
A Mountain-Shaped Single-Stage Network for Accurate Image RestorationCode1
Restormer-Plus for Real World Image Deraining: One State-of-the-Art Solution to the GT-RAIN Challenge (CVPR 2023 UG2+ Track 3)Code1
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
IRNeXt: Rethinking Convolutional Network Design for Image RestorationCode1
Selective Frequency Network for Image RestorationCode1
Joint Depth Estimation and Mixture of Rain Removal From a Single ImageCode0
Masked Autoencoders as Image ProcessorsCode1
WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal—0
Learning A Sparse Transformer Network for Effective Image DerainingCode2
KBNet: Kernel Basis Network for Image RestorationCode2
Mixed Hierarchy Network for Image RestorationCode1
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
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
Both Diverse and Realism Matter: Physical Attribute and Style Alignment for Rainy Image Generation—0
Unsupervised Video Deraining with An Event CameraCode1
Learning Rain Location Prior for Nighttime DerainingCode1
SmartAssign: Learning a Smart Knowledge Assignment Strategy for Deraining and Desnowing—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
TogetherNet: Bridging Image Restoration and Object Detection Together via Dynamic Enhancement LearningCode1
Removing Rain Streaks via Task Transfer Learning—0
Rain Removal from Light Field Images with 4D Convolution and Multi-scale Gaussian ProcessCode0
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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