Single Image Deraining

49 papers with code • 9 benchmarks • 4 datasets

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Latest papers with no code

GT-Rain Single Image Deraining Challenge Report

no code yet • 18 Mar 2024

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

no code yet • 12 Mar 2024

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

no code yet • 16 Jan 2024

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

no code yet • 15 Aug 2023

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

no code yet • 3 May 2023

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

no code yet • 15 Nov 2022

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

no code yet • 3 Oct 2022

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

no code yet • 16 Sep 2022

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

no code yet • 19 Feb 2022

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

no code yet • 14 Feb 2022

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.