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)