DocumentCode
19519
Title
Image Processing Using Smooth Ordering of its Patches
Author
Ram, Idan ; Elad, Michael ; Cohen, Israel
Author_Institution
Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
Volume
22
Issue
7
fYear
2013
fDate
Jul-13
Firstpage
2764
Lastpage
2774
Abstract
We propose an image processing scheme based on reordering of its patches. For a given corrupted image, we extract all patches with overlaps, refer to these as coordinates in high-dimensional space, and order them such that they are chained in the “shortest possible path,” essentially solving the traveling salesman problem. The obtained ordering applied to the corrupted image implies a permutation of the image pixels to what should be a regular signal. This enables us to obtain good recovery of the clean image by applying relatively simple one-dimensional smoothing operations (such as filtering or interpolation) to the reordered set of pixels. We explore the use of the proposed approach to image denoising and inpainting, and show promising results in both cases.
Keywords
image denoising; interpolation; smoothing methods; travelling salesman problems; corrupted image; high-dimensional space; image denoising; image inpainting; image pixels; image processing scheme; interpolation; one-dimensional smoothing operations; permutation; shortest possible path; smooth ordering; traveling salesman problem; Denoising; inpainting; patch-based processing; pixel permutation; traveling salesman;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/TIP.2013.2257813
Filename
6497611
Link To Document