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Rain Removal

18 papers with code ยท Computer Vision

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Physical Model Guided Deep Image Deraining

30 Mar 2020

Single image deraining is an urgent task because the degraded rainy image makes many computer vision systems fail to work, such as video surveillance and autonomous driving.

AUTONOMOUS DRIVING SINGLE IMAGE DERAINING

When Autonomous Systems Meet Accuracy and Transferability through AI: A Survey

29 Mar 2020

When autonomous systems consider the performance of accuracy and transferability simultaneously, several AI methods, like adversarial learning, reinforcement learning (RL) and meta-learning, show their powerful performance.

DEBLURRING DECISION MAKING DEPTH ESTIMATION IMAGE SUPER-RESOLUTION META-LEARNING PERSON RE-IDENTIFICATION RAIN REMOVAL ROBOT NAVIGATION STYLE TRANSFER TRANSFER LEARNING

Multi-Task Learning Enhanced Single Image De-Raining

21 Mar 2020

Rain removal in images is an important task in computer vision filed and attracting attentions of more and more people.

MULTI-TASK LEARNING RAIN REMOVAL

Semi-DerainGAN: A New Semi-supervised Single Image Deraining Network

23 Jan 2020

Removing the rain streaks from single image is still a challenging task, since the shapes and direc-tions of rain streaks in the synthetic datasets are very different from real images.

SINGLE IMAGE DERAINING

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

16 Dec 2019

The goal of single-image deraining is to restore the rain-free background scenes of an image degraded by rain streaks and rain accumulation.

SINGLE IMAGE DERAINING

DerainCycleGAN: An Attention-guided Unsupervised Benchmark for Single Image Deraining and Rainmaking

15 Dec 2019

However, in practice it is rather common to have no un-paired images in real deraining task, in such cases how to remove the rain streaks in an unsupervised way will be a very challenging task due to lack of constraints between images and hence suffering from low-quality recovery results.

SINGLE IMAGE DERAINING TRANSFER LEARNING

NASNet: A Neuron Attention Stage-by-Stage Net for Single Image Deraining

6 Dec 2019

In this paper, we propose a novel end-to-end Neuron Attention Stage-by-Stage Net (NASNet), which can solve all types of rain model tasks efficiently.

SINGLE IMAGE DERAINING

Deep Image Deraining Via Intrinsic Rainy Image Priors and Multi-scale Auxiliary Decoding

25 Nov 2019

Different rain models and novel network structures have been proposed to remove rain streaks from single rainy images.

RAIN REMOVAL

Gradient Information Guided Deraining with A Novel Network and Adversarial Training

9 Oct 2019

However, the existing methods usually do not have good generalization ability, which leads to the fact that almost all of existing methods have a satisfied performance on removing a specific type of rain streaks, but may have a relatively poor performance on other types of rain streaks.

RAIN REMOVAL

Subjective and Objective De-raining Quality Assessment Towards Authentic Rain Image

26 Sep 2019

Then, a subjective study is conducted on our DQA database, which collects the subject-rated scores of all de-rained images.

BLIND IMAGE QUALITY ASSESSMENT RAIN REMOVAL