DR-Net: A Novel Generative Adversarial Network for Single Image Deraining

Joint Authors

Guo, Yecai
Li, Chen
Liu, Qi
Liu, Xiaodong

Source

Security and Communication Networks

Issue

Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-14, 14 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2018-12-03

Country of Publication

Egypt

No. of Pages

14

Main Subjects

Information Technology and Computer Science

Abstract EN

Blurred vision images caused by rainy weather can negatively influence the performance of outdoor vision systems.

Therefore, it is necessary to remove rain streaks from single image.

In this work, a multiscale generative adversarial network- (GAN-) based model is presented, called DR-Net, for single image deraining.

The proposed architecture includes two subnetworks, i.e., generator subnetwork and discriminator subnetwork.

We introduce a multiscale generator subnetwork which contains two convolution branches with different kernel sizes, where the smaller one captures the local rain drops information, and the larger one pays close attention to the spatial information.

The discriminator subnetwork acts as a supervision signal to promote the generator subnetwork to generate more quality derained image.

It is demonstrated that the proposed method yields in relatively higher performance in comparison to other state-of-the-art deraining models in terms of derained image quality and computing efficiency.

American Psychological Association (APA)

Li, Chen& Guo, Yecai& Liu, Qi& Liu, Xiaodong. 2018. DR-Net: A Novel Generative Adversarial Network for Single Image Deraining. Security and Communication Networks،Vol. 2018, no. 2018, pp.1-14.
https://search.emarefa.net/detail/BIM-1214341

Modern Language Association (MLA)

Li, Chen…[et al.]. DR-Net: A Novel Generative Adversarial Network for Single Image Deraining. Security and Communication Networks No. 2018 (2018), pp.1-14.
https://search.emarefa.net/detail/BIM-1214341

American Medical Association (AMA)

Li, Chen& Guo, Yecai& Liu, Qi& Liu, Xiaodong. DR-Net: A Novel Generative Adversarial Network for Single Image Deraining. Security and Communication Networks. 2018. Vol. 2018, no. 2018, pp.1-14.
https://search.emarefa.net/detail/BIM-1214341

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1214341