Presentation | 2004/6/11 Video Indexing for Human Behavior Analysis by Robust Face and Hands Detection Hitoshi IKEDA, Masahiro MAEDA, Noriji KATO, Hirotsugu KASHIMURA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this paper, we describe a novel classification technique that separates video file into several scenes according to human actions. We use face coordinates, angle in depth, and hands coordinates from a video frame as an input for classification. To detect face coordinates and angle accurately, we introduce a latent variable model in kernel-induced feature space. The model codes variations of face image robustly in manner of the population coding. To detect hands coordinates reliably, we introduce color-based method that searches face color area as hand area. For classification, we use the maharanobis distance of the input to evaluate similarity of video frames, and then we use the hierarchical clustering method to bind video frames. We apply this classification technique to separate office work video into work scenes. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Video / Indexing / Face Detection / Hands Detection / hierarchical clustering |
Paper # | PRMU2004-43 |
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Committee | PRMU |
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Conference Date | 2004/6/11(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) | Video Indexing for Human Behavior Analysis by Robust Face and Hands Detection |
Sub Title (in English) | |
Keyword(1) | Video |
Keyword(2) | Indexing |
Keyword(3) | Face Detection |
Keyword(4) | Hands Detection |
Keyword(5) | hierarchical clustering |
1st Author's Name | Hitoshi IKEDA |
1st Author's Affiliation | Corporate Research Laboratory, Fuji Xerox Co., Ltd() |
2nd Author's Name | Masahiro MAEDA |
2nd Author's Affiliation | Corporate Research Laboratory, Fuji Xerox Co., Ltd |
3rd Author's Name | Noriji KATO |
3rd Author's Affiliation | Corporate Research Laboratory, Fuji Xerox Co., Ltd |
4th Author's Name | Hirotsugu KASHIMURA |
4th Author's Affiliation | Corporate Research Laboratory, Fuji Xerox Co., Ltd |
Date | 2004/6/11 |
Paper # | PRMU2004-43 |
Volume (vol) | vol.104 |
Number (no) | 125 |
Page | pp.pp.- |
#Pages | 6 |
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