Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

BLIND IMAGE DEBLURRING BASED ON SPARSE REPRESENTATION AND STRUCTURAL SELF-SIMILARITY

Abstract: 

In this paper, we propose a blind motion deblurring method based on sparse representation and structural self-similarity from a single image. The priors for sparse representation and structural self-similarity are explicitly added into the recovery of the latent image by means of sparse and multi-scale non-local regularizations, and the down-sampled version of the observed blurry image is used as training samples in the dic-tionary learning for sparse representation so that the sparsity of the latent image over this dictionary can be guaranteed,which implicitly makes use of multi-scale similar structures. Experimental results on both simulated and real blurry images demonstrate that our method outperforms existing state-of-the-art blind deblurring methods.

up
0 users have voted:

Paper Details

Authors:
Jing Yu, Zhenchun Chang, Chuangbai Xiao,Weidong Sun
Submitted On:
8 March 2017 - 3:42am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Jing YU
Paper Code:
IVMSP-L5.3
Document Year:
2017
Cite

Document Files

Blind Image Deblurring Based on Sparse Representation and Structural Self-Similarity

(77 downloads)

Subscribe

[1] Jing Yu, Zhenchun Chang, Chuangbai Xiao,Weidong Sun, "BLIND IMAGE DEBLURRING BASED ON SPARSE REPRESENTATION AND STRUCTURAL SELF-SIMILARITY", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1703. Accessed: Nov. 22, 2017.
@article{1703-17,
url = {http://sigport.org/1703},
author = {Jing Yu; Zhenchun Chang; Chuangbai Xiao;Weidong Sun },
publisher = {IEEE SigPort},
title = {BLIND IMAGE DEBLURRING BASED ON SPARSE REPRESENTATION AND STRUCTURAL SELF-SIMILARITY},
year = {2017} }
TY - EJOUR
T1 - BLIND IMAGE DEBLURRING BASED ON SPARSE REPRESENTATION AND STRUCTURAL SELF-SIMILARITY
AU - Jing Yu; Zhenchun Chang; Chuangbai Xiao;Weidong Sun
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1703
ER -
Jing Yu, Zhenchun Chang, Chuangbai Xiao,Weidong Sun. (2017). BLIND IMAGE DEBLURRING BASED ON SPARSE REPRESENTATION AND STRUCTURAL SELF-SIMILARITY. IEEE SigPort. http://sigport.org/1703
Jing Yu, Zhenchun Chang, Chuangbai Xiao,Weidong Sun, 2017. BLIND IMAGE DEBLURRING BASED ON SPARSE REPRESENTATION AND STRUCTURAL SELF-SIMILARITY. Available at: http://sigport.org/1703.
Jing Yu, Zhenchun Chang, Chuangbai Xiao,Weidong Sun. (2017). "BLIND IMAGE DEBLURRING BASED ON SPARSE REPRESENTATION AND STRUCTURAL SELF-SIMILARITY." Web.
1. Jing Yu, Zhenchun Chang, Chuangbai Xiao,Weidong Sun. BLIND IMAGE DEBLURRING BASED ON SPARSE REPRESENTATION AND STRUCTURAL SELF-SIMILARITY [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1703