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Rain Removal

Papers

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Showing 51–100 of 317 papers

TitleStatusHype
Deep Learning-Driven Ultra-High-Definition Image Restoration: A SurveyCode1
Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed ImagesCode1
Robust Representation Learning with Feedback for Single Image DerainingCode1
Explore Internal and External Similarity for Single Image Deraining with Graph Neural NetworksCode1
Pre-Trained Image Processing TransformerCode1
RCDNet: An Interpretable Rain Convolutional Dictionary Network for Single Image DerainingCode1
DerainCycleGAN: Rain Attentive CycleGAN for Single Image Deraining and RainmakingCode1
Detail-recovery Image Deraining via Context Aggregation NetworksCode1
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image RestorationCode1
Blind Image DecompositionCode1
Semi-Supervised Video Deraining with Dynamical Rain GeneratorCode1
Single Image Deraining Network with Rain Embedding Consistency and Layered LSTMCode1
Event-Aware Video Deraining via Multi-Patch Progressive LearningCode1
Multi-Stage Progressive Image RestorationCode1
On Representation Learning with FeedbackCode1
Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer AggregationCode1
Mixed Hierarchy Network for Image RestorationCode1
Multi-Scale Progressive Fusion Network for Single Image DerainingCode1
PMHLD: Patch Map Based Hybrid Learning DehazeNet for Single Image Haze RemovalCode1
Removing Raindrops and Rain Streaks in One GoCode1
Magic ELF: Image Deraining Meets Association Learning and TransformerCode1
LIR: A Lightweight Baseline for Image RestorationCode1
MCW-Net: Single Image Deraining with Multi-level Connections and Wide Regional Non-local BlocksCode1
Conditional Variational Image DerainingCode1
Learning from History: Task-agnostic Model Contrastive Learning for Image RestorationCode1
Learning A Coarse-to-Fine Diffusion Transformer for Image RestorationCode1
Learning Rain Location Prior for Nighttime DerainingCode1
EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image DerainingCode1
Masked Autoencoders as Image ProcessorsCode1
Improving Image Restoration through Removing Degradations in Textual RepresentationsCode1
ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical RepresentationCode1
Enhanced Spatio-Temporal Interaction Learning for Video Deraining: A Faster and Better FrameworkCode1
IRNeXt: Rethinking Convolutional Network Design for Image RestorationCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
CLEARER: Multi-Scale Neural Architecture Search for Image RestorationCode1
GAURA: Generalizable Approach for Unified Restoration and Rendering of Arbitrary ViewsCode1
Joint multi-dimensional dynamic attention and transformer for general image restorationCode1
Exploring Overcomplete Representations for Single Image Deraining using CNNsCode1
Exploring the potential of channel interactions for image restorationCode1
Image Restoration via Frequency SelectionCode1
HINet: Half Instance Normalization Network for Image RestorationCode1
Flexible Diffusion Modeling of Long VideosCode1
Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image DerainingCode1
Image Restoration via Multi-domain LearningCode1
Exploiting Regional Information Transformer for Single Image DerainingCode1
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather ConditionsCode1
From Rain Generation to Rain RemovalCode1
From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain RemovalCode1
A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse ArtifactsCode1
Joint Self-Attention and Scale-Aggregation for Self-Calibrated Deraining NetworkCode1
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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