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Towards Unified Deep Image Deraining: A Survey and A New Benchmark

TPAMI'25 HQ-RAIN Code

FourierMamba: Fourier Learning Integration with State Space Models for Image Deraining

ICML'25

Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video Deraining

CVPR'25

Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining

CVPR'25 CSUD Code

DeRainGS: Gaussian Splatting for Enhanced Scene Reconstruction in Rainy Environments

AAAI'25

RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining

ACM MM'24 RainMamba Code

Unsupervised Deraining: Where Asymmetric Contrastive Learning Meets Self-Similarity

TPAMI'24

Harnessing Joint Rain-/Detail-aware Representations to Eliminate Intricate Rains

ICLR'24

Efficient Frequency-Domain Image Deraining with Contrastive Regularization

ECCV'24 FADformer Code

Raindrop Clarity: A Dual-Focused Dataset for Day and Night Raindrop Removal

ECCV'24 Raindrop Clarity Code

Learning A Spiking Neural Network for Efficient Image Deraining

IJCAI'24 ESDNet Code

Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks

IJCAI'24 MSGNN Code

Rethinking Multi-Scale Representations in Deep Deraining Transformer

AAAI'24 MSDT Code

Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining

CVPR'24 NeRD-Rain Code

Wavelet Approximation-Aware Residual Network for Single Image Deraining

TPAMI'23

Networks are Slacking Off: Understanding Generalization Problem in Image Deraining

NeurIPS'23

From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal

ICCV'23 LHP-Rain Code

Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks

ICCV'23 UDR-S2Former Code

Learning Rain Location Prior for Nighttime Deraining

ICCV'23 RLP Code

Learning A Sparse Transformer Network for Effective Image Deraining

CVPR'23 DRSformer Code

SmartAssign: Learning a Smart Knowledge Assignment Strategy for Deraining and Desnowing

CVPR'23 SmartAssign Code

Continual Image Deraining with Hypergraph Convolutional Networks

TPAMI'23

Hybrid CNN-Transformer Feature Fusion for Single Image Deraining

AAAI'23 HCT-FFN Code

Image De-raining Transformer

TPAMI'22 IDT Code

Generative Status Estimation and Information Decoupling for Image Rain Removal

NeurIPS'22 SEIDNet Code

Magic ELF: Image Deraining Meets Association Learning and Transformer

ACM MM'22 ELF Code

Not Just Streaks: Towards Ground Truth for Single Image Deraining

ECCV'22 GT-RAIN Code

Unsupervised Deraining: Where Contrastive Learning Meets Self-similarity

CVPR'22 NLCL Code

Unpaired Deep Image Deraining Using Dual Contrastive Learning

CVPR'22 DCD-GAN Code

Dreaming to Prune Image Deraining Networks

CVPR'22

Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive Benchmark Analysis and Beyond

CVPR'22 Code

Memory Uncertainty Learning for Real-World Single Image Deraining

TPAMI'22

Online-updated High-order Collaborative Networks for Single Image Deraining

AAAI'22

Rain Streak Removal via Dual Graph Convolutional Network

AAAI'21 DualGCN Code

Successive Graph Convolutional Network for Image De-raining

IJCV'21 SGCN Code

EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining

AAAI'21 EfficientDeRain Code

Removing Raindrops and Rain Streaks in One Go

CVPR'21 CCN Code

Closing the Loop: Joint Rain Generation and Removal via Disentangled Image Translation

CVPR'21 JRGR Code

Memory Oriented Transfer Learning for Semi-Supervised Image Deraining

CVPR'21 MOSS Code

Multi-Decoding Deraining Network and Quasi-Sparsity Based Training

CVPR'21

Controlling the Rain: from Removal to Rendering

CVPR'21

Robust Representation Learning with Feedback for Single Image Deraining

CVPR'21 RLNet Code

Image De-raining via Continual Learning

CVPR'21 Code

From Rain Generation to Rain Removal

CVPR'21 VRGNet Code

Improving De-raining Generalization via Neural Reorganization

ICCV'21

Structure-Preserving Deraining with Residue Channel Prior Guidance

ICCV'21 SPDNet Code

Unpaired Learning for Deep Image Deraining with Rain Direction Regularizer

ICCV'21 UDRDR Code

Selective Wavelet Attention Learning for Single Image Deraining

IJCV'21 SWAL Code

Disentangled Representation Learning and Enhancement Network for Single Image De-Raining

ACM MM'21

Multifocal Attention-Based Cross-Scale Network for Image De-raining

ACM MM'21

Unsupervised Image Deraining: Optimization Model Driven Deep CNN

ACM MM'21 UDGNet Code

DerainCycleGAN: Rain Attentive CycleGAN for Single Image Deraining and Rainmaking

TIP'21

Towards Scale-Free Rain Streak Removal via Self-Supervised Fractal Band Learning

AAAI'20 FBL Code

Detail-recovery Image Deraining via Context Aggregation Networks

CVPR'20 DRD-Net Code

Multi-Scale Progressive Fusion Network for Single Image Deraining

CVPR'20 MSPFN Code

A Model-driven Deep Neural Network for Single Image Rain Removal

CVPR'20 RCDNet Code

Syn2Real Transfer Learning for Image Deraining using Gaussian Processes

CVPR'20 Syn2Real Code

Beyond Monocular Deraining: Stereo Image Deraining via Semantic Understanding

ECCV'20

Rethinking Image Deraining via Rain Streaks and Vapors

ECCV'20 SVANet Code

Joint Self-Attention and Scale-Aggregation for Self-Calibrated Deraining Network

ACM MM'20 JDNet Code

DCSFN: Deep Cross-scale Fusion Network for Single Image Rain Removal

ACM MM'20 DCSFN Code

Conditional Variational Image Deraining

TIP'20 VID Code

Single Image Deraining: From Model-Based to Data-Driven and Beyond

TPAMI'20

Single Image Deraining: A Comprehensive Benchmark Analysis

CVPR'19 Code

Depth-attentional Features for Single-image Rain Removal

CVPR'19 DAF-Net Code

Progressive Image Deraining Networks: A Better and Simpler Baseline

CVPR'19 PReNet Code

Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial Learning

CVPR'19 HeavyRainRemoval Code

Semi-supervised Transfer Learning for Image Rain Removal

CVPR'19 SIRR Code

Spatial Attentive Single-Image Deraining with a High Quality Real Rain Dataset

CVPR'19 SPANet Code

Uncertainty Guided Multi-Scale Residual Learning-using a Cycle Spinning CNN for Single Image De-Raining

CVPR'19 UMRL Code

ERL-Net: Entangled Representation Learning for Single Image De-Raining

ICCV'19 ERL-Net Code

Deep Learning for Seeing Through Window With Raindrops

ICCV'19 RaindropAttention Code

DTDN: Dual-task De-raining Network

ACM MM'19 DTDN Code

Gradual Network for Single Image De-raining

ACM MM'19

Single Image Deraining via Recurrent Hierarchy Enhancement Network

ACM MM'19 ReHEN Code

Singe Image Rain Removal with Unpaired Information: A Differentiable Programming Perspective

AAAI'19

Image De-raining Using a Conditional Generative Adversarial Network

TCSVT'19 ID-CGAN Code

Lightweight Pyramid Networks for Image Deraining

TNNLS'19 LPNet Code

Joint Rain Detection and Removal from a Single Image with Contextualized Deep Networks

TPAMI'19 JORDER-E Code

Gated Context Aggregation Network for Image Dehazing and Deraining

WACV'19 GCANet Code

Density-aware Single Image De-raining using a Multi-stream Dense Network

CVPR'18 DID-MDN Code

Attentive Generative Adversarial Network for Raindrop Removal from a Single Image

CVPR'18 DeRaindrop Code

Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining

ECCV'18 RESCAN Code

Residual-Guide Network for Single Image Deraining

ACM MM'18

Non-locally Enhanced Encoder-Decoder Network for Single Image De-raining

ACM MM'18 NLEDN Code

Clearing the Skies: A Deep Network Architecture for Single-Image Rain Removal

TIP'17 DerainNet Code

Removing Rain from Single Images via a Deep Detail Network

CVPR'17 DDN Code

Deep Joint Rain Detection and Removal from a Single Image

CVPR'17 JORDER Code

Joint Bi-layer Optimization for Single-image Rain Streak Removal

ICCV'17

A Hierarchical Approach for Rain or Snow Removing in a Single Color Image

TIP'17

Rain Streak Removal Using Layer Priors

CVPR'16

Removing Rain from A Single Image via Discriminative Sparse Coding

ICCV'15

Restoring An Image Taken Through a Window Covered with Dirt or Rain

ICCV'13

Automatic Single-Image-Based Rain Streaks Removal via Image Decomposition

TIP'12