jin-linyang/image-deraining

Image-Deraining

Survey

Single Image Deraining: A Comprehensive Benchmark Analysis (2019 CVPR) [paper] [code]

Single Image Deraining: From Model-Based to Data-Driven and Beyond (2021 TPAMI) [paper]

A Survey on Rain Removal from Video and Single Image (2019 arxiv 2022 SCIS) [paper] [code]

Single Image Deraining

Supervised Deraining

Removing Rain from Single Images via a Deep Detail Network （2017 CVPR）[paper] [code]

Density-Aware Single Image De-raining Using a Multi-stream Dense Network （2018 CVPR）

Non-locally Enhanced Encoder-Decoder Network for Single Image De-raining （2018 ACMMM）

Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining （2018 ECCV）

Spatial Attentive Single-Image Deraining With a High Quality Real Rain Dataset （2019 CVPR）

Depth-Attentional Features for Single-Image Rain Removal （2019 CVPR）

Uncertainty Guided Multi-Scale Residual Learning-using a Cycle Spinning CNN for Single Image De-Raining （2019 CVPR） [paper] [code]

Rain Streak Removal via Dual Graph Convolutional Network （2021 AAAI） [paper] [code]

Single Image Deraining Network with Rain Embedding Consistency and Layered LSTM （2022 WACV） [paper] [code]

Hybrid CNN-Transformer Feature Fusion for Single Image Deraining （2023 AAAI） [code]

Semi-supervised Deraining

Semi-Supervised Transfer Learning for Image Rain Removal （2019 CVPR）

Syn2Real Transfer Learning for Image Deraining Using Gaussian Processes （2020 CVPR）

Unsupervised Deraining

DerainCycleGAN: Rain Attentive CycleGAN for Single Image Deraining and Rainmaking （2019 TIP）[paper] [code]

Unsupervised Deraining: Where Contrastive Learning Meets Self-similarity （2022 CVPR）[paper] [code]

Unpaired Deep Image Deraining Using Dual Contrastive Learning （2022 CVPR） [paper] [code]

SAPNet: Segmentation-Aware Progressive Network for Perceptual Contrastive Deraining （2022 CVPRW）

Datasets

Video Deraining

Supervised Deraining

Robust Video Content Alignment and Compensation for Rain Removal in a CNN Framework (CVPR2018) [paper] [code]

Rethinking Video Rain Streak Removal:A New Synthesis Model and a Deraining Network with Video Rain Prior (ECCV2022) [paper] [code]

Semi-supervised Deraining

Semi-Supervised Video Deraining with Dynamical Rain Generator (2021 CVPR) [paper] [code]

Datasets

Metrics

Full-Reference

Scope of validity of PSNR in image/video quality assessment (PSNR)

Image Quality Assessment: From Error Visibility to Structural Similarity (SSIM)

No-Reference

No-Reference Image Quality Assessment in the Spatial Domain （NIQE）