|
NISCAIR ONLINE PERIODICALS REPOSITORY (NOPR) >
NISCAIR PUBLICATIONS >
Research Journals >
Journal of Scientific and Industrial Research (JSIR) >
JSIR Vol.70 [2011] >
JSIR Vol.70(04) [April 2011] >
| Title: | Video denoising without motion estimation using K-means clustering |
| Authors: | Ramya, C Rani, S Subha |
| Keywords: | Denoising KSVD OMP Video |
| Issue Date: | Apr-2011 |
| Publisher: | NISCAIR-CSIR, India |
| Abstract: | This study presents a novel dictionary pruning algorithm that found
dictionaries of optimized size for a given dataset, without compromising its
approximation accuracy and performance. It is achieved by applying KSVD
(K-means singular value decomposition) algorithm
to patches of
dictionary. Proposed method optimized dictionary selection, and with KSVD
yielded better video denoising than KSVD with fixed dictionary. |
| Page(s): | 251-255 |
| CC License: | CC Attribution-Noncommercial-No Derivative Works 2.5 India |
| ISSN: | 0975-1084 (Online); 0022-4456 (Print) |
| Source: | JSIR Vol.70(04) [April 2011]
|
|