Single Image Deraining
49 papers with code • 9 benchmarks • 4 datasets
Benchmarks
These leaderboards are used to track progress in Single Image Deraining
Libraries
Use these libraries to find Single Image Deraining models and implementationsLatest papers with no code
GT-Rain Single Image Deraining Challenge Report
This report reviews the results of the GT-Rain challenge on single image deraining at the UG2+ workshop at CVPR 2023.
Gabor-guided transformer for single image deraining
Image deraining have have gained a great deal of attention in order to address the challenges posed by the effects of harsh weather conditions on visual tasks.
DPAFNet:Dual Path Attention Fusion Network for Single Image Deraining
Rainy weather will have a significant impact on the regular operation of the imaging system.
Learning Image Deraining Transformer Network with Dynamic Dual Self-Attention
Recently, Transformer-based architecture has been introduced into single image deraining task due to its advantage in modeling non-local information.
Single Image Deraining via Feature-based Deep Convolutional Neural Network
A single image deraining algorithm based on the combination of data-driven and model-based approaches is proposed.
Cross-Stitched Multi-task Dual Recursive Networks for Unified Single Image Deraining and Desnowing
The proposed model makes use of cross-stitch units that enable multi-task learning across two separate DRN models, each tasked for single image deraining and desnowing, respectively.
Dual-former: Hybrid Self-attention Transformer for Efficient Image Restoration
Recently, image restoration transformers have achieved comparable performance with previous state-of-the-art CNNs.
Single Image Deraining via Rain-Steaks Aware Deep Convolutional Neural Network
It is challenging to remove rain-steaks from a single rainy image because the rain steaks are spatially varying in the rainy image.
Deep Single Image Deraining using An Asymetric Cycle Generative and Adversarial Framework
The former consists of parallel rain removal path and rain-fog feature extraction path by the rain and derain-fog network and the attention rain-fog feature extraction network (ARFE) , while the latter only contains a synthetic rain transformation path.
Online-updated High-order Collaborative Networks for Single Image Deraining
Most of the existing deep-learning-based methods constrain the network to generate derained images but few of them explore features from intermediate layers, different levels, and different modules which are beneficial for rain streaks removal.