Presentation | 2007-10-26 Color Image Classification Using Block Image Replacement and Local Averaging Classifier(Internationa Session 7) Kazuki KONDO, Seiji HOTTA, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this paper, we propose a color image classification method using block image replacement and a local averaging classifier (LAC). First, an input image and training ones are partitioned into block images. The k-nearest blocks of each block of the input image are selected from the blocks of training images in individual classes. Next, each block of the input image is replaced with the mean block computed with its selected k-nearest blocks. Finally, the proposed method outputs the class that has the minimum distance between the block-replaced image and the input one. In the proposed method, the number of blocks tends to be large, so reduction of blocks with modified learning vector quantization is presented in this paper. The performance of the proposed method is verified with experiments on the WANG color image dataset. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | color image classification / block image replacement / local averaging classifier / learning vector quantization |
Paper # | PRMU2007-121 |
Date of Issue |
Conference Information | |
Committee | PRMU |
---|---|
Conference Date | 2007/10/18(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | |
Vice Chair | |
Secretary | |
Assistant |
Paper Information | |
Registration To | Pattern Recognition and Media Understanding (PRMU) |
---|---|
Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Color Image Classification Using Block Image Replacement and Local Averaging Classifier(Internationa Session 7) |
Sub Title (in English) | |
Keyword(1) | color image classification |
Keyword(2) | block image replacement |
Keyword(3) | local averaging classifier |
Keyword(4) | learning vector quantization |
1st Author's Name | Kazuki KONDO |
1st Author's Affiliation | Tokyo University of Agriculture and Technology() |
2nd Author's Name | Seiji HOTTA |
2nd Author's Affiliation | Tokyo University of Agriculture and Technology |
Date | 2007-10-26 |
Paper # | PRMU2007-121 |
Volume (vol) | vol.107 |
Number (no) | 281 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |