| Paper Abstract and Keywords |
| Presentation |
2007-01-18 09:55
Texture classification with kernel methods with multiple correlation kernels and Kansei information
Yo Horikawa (Kagawa Univ.), Yujiro Ohnishi (Ryobi Systems) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The authors consider combining correlations of different orders in kernel principal component analysis (kPCA) kernel canonical correlation analysis (kCCA) with the correlation kernels. We apply combining methods, e.g., the sums of the correlation kernels, Cartesian spaces of the principal components or the canonical variates and the voting of kPCAs and kCCAs output and compare their performance in the classification of texture images. Further, we apply Kansei information on the images obtained through questionnaires to the public to kCCA and evaluate its effectiveness. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
kernel principal component anlalysis / kernel canonical correlation analysis / correlation kernel / combining classifiers / Kansei information / texture images / / |
| Reference Info. |
IEICE Tech. Rep., vol. 106, no. 452, NLP2006-127, pp. 5-10, Jan. 2007. |
| Paper # |
NLP2006-127 |
| Date of Issue |
2007-01-11 (NLP) |
| ISSN |
Print edition: ISSN 0913-5685 |
| Download PDF |
|
| Conference Information |
| Committee |
NLP |
| Conference Date |
2007-01-17 - 2007-01-18 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
NLP |
| Conference Code |
2007-01-NLP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Texture classification with kernel methods with multiple correlation kernels and Kansei information |
| Sub Title (in English) |
|
| Keyword(1) |
kernel principal component anlalysis |
| Keyword(2) |
kernel canonical correlation analysis |
| Keyword(3) |
correlation kernel |
| Keyword(4) |
combining classifiers |
| Keyword(5) |
Kansei information |
| Keyword(6) |
texture images |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Yo Horikawa |
| 1st Author's Affiliation |
Kagawa University (Kagawa Univ.) |
| 2nd Author's Name |
Yujiro Ohnishi |
| 2nd Author's Affiliation |
Ryobi Systems (Ryobi Systems) |
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| Speaker |
Author-1 |
| Date Time |
2007-01-18 09:55:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLP |
| Paper # |
NLP2006-127 |
| Volume (vol) |
vol.106 |
| Number (no) |
no.452 |
| Page |
pp.5-10 |
| #Pages |
6 |
| Date of Issue |
2007-01-11 (NLP) |