Share Email Print
cover

Proceedings Paper

Blind deblurring of Gaussian blurred images by blurred edge image
Author(s): Yacheng Li; Lerenhan Li; Wenhao Li; Zhihua Fan; Zongmei Chen; Changxin Gao; Nong Sang
Format Member Price Non-Member Price
PDF $17.00 $21.00

Paper Abstract

In this paper, we propose a learning method for deblurring Gaussian blurred images blindly by exploiting edge cues via deep multi-scales generative adversarial network: DeepEdgeGAN. We proposed the edges of the blurred images to be incorporated with the blurred image as the input of the DeepEdgeGAN to provide a strong prior constraint for the restoration, which is beneficial to solve the problem that gradients of the restored images with GANs methods tend to be smooth and not clear enough. Further, we introduce the perceptual and edge as well as scale losses to train the DeepEdgeGAN. With the trained end-to-end model, we directly restore the latent sharp images from blurred images and avoiding the estimation of pixel-kernel. Qualitative and quantitative experiments demonstrate that the visual effect of the restored images significantly improves better.

Paper Details

Date Published: 14 February 2020
PDF: 7 pages
Proc. SPIE 11430, MIPPR 2019: Pattern Recognition and Computer Vision, 1143005 (14 February 2020); doi: 10.1117/12.2535530
Show Author Affiliations
Yacheng Li, Huazhong Univ. of Science and Technology (China)
Lerenhan Li, Huazhong Univ. of Science and Technology (China)
Wenhao Li, Huazhong Univ. of Science and Technology (China)
Zhihua Fan, Shanghai Aerospace Control Technology Institute (China)
Zongmei Chen, Shanghai Aerospace Control Technology Institute (China)
Changxin Gao, Huazhong Univ. of Science and Technology (China)
Nong Sang, Huazhong Univ. of Science and Technology (China)


Published in SPIE Proceedings Vol. 11430:
MIPPR 2019: Pattern Recognition and Computer Vision
Nong Sang; Jayaram K. Udupa; Yuehuan Wang; Zhenbing Liu, Editor(s)

© SPIE. Terms of Use
Back to Top
PREMIUM CONTENT
Sign in to read the full article
Create a free SPIE account to get access to
premium articles and original research
Forgot your username?
close_icon_gray