Presentation | 2015-03-20 Discussing of learning method for labeling manga characters Eiki IMAZU, Motoi IWATA, Koichi KISE, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this paper, I propose a new method to train similarity for labeling characters' ID to manga character regions. In manga, manga characters are important elements. If they can be retrieved, it's possible to meet user's demand. Labeling to manga characters is difficult with simple pattern matching because the manga characters have the various directions of the faces and expressions. Conventional method's problem is labeling many manga characters. In addition, human have to choose many kinds of face data. In this paper, the proposed method employs pool-based active learning to solves these problems. Pool-based active learning has an advantage to solve the problem when obtaining samples with labels requires quite higher cost than the cost to obtain samples without labels. I used our method for labeling experiment and show its advantages. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | manga / character retrieval / pool-based active learning |
Paper # | BioX2014-65,PRMU2014-185 |
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Conference Information | |
Committee | PRMU |
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Conference Date | 2015/3/12(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Pattern Recognition and Media Understanding (PRMU) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Discussing of learning method for labeling manga characters |
Sub Title (in English) | |
Keyword(1) | manga |
Keyword(2) | character retrieval |
Keyword(3) | pool-based active learning |
1st Author's Name | Eiki IMAZU |
1st Author's Affiliation | Graduate School of Engineering, Osaka Prefecture University() |
2nd Author's Name | Motoi IWATA |
2nd Author's Affiliation | Graduate School of Engineering, Osaka Prefecture University |
3rd Author's Name | Koichi KISE |
3rd Author's Affiliation | Graduate School of Engineering, Osaka Prefecture University |
Date | 2015-03-20 |
Paper # | BioX2014-65,PRMU2014-185 |
Volume (vol) | vol.114 |
Number (no) | 521 |
Page | pp.pp.- |
#Pages | 6 |
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