Environment Recognition Based on Human Actions Using Probability Networks
| 言語 | 英語 |
|---|---|
| 種類 | 国際会議等の予稿 |
| 著者 | Hiroshi Miki，Atsuhiro Kojima，Koichi Kise |
| 論文名 | Environment Recognition Based on Human Actions Using Probability Networks |
| 論文誌名 | 2008 Second International Conference on Future Generation Communication and Networking |
| Vol. | 2 |
| ページ | pp.441-446 |
| 査読の有無 | 有 |
| 年月 | 2008年12月 |
| 分野 | パターン認識 |
| キー | Miki2008 (id=1048) |
要約
To realize context aware applications for smart home environments, it is necessary to recognize function or usage of objects as well as categories of them. On conventional research for environment recognition in an indoor environment, most of previous methods are based on shape models. In this paper, we propose a method for recognizing objects focused on the relationship between human actions and functions of objects. Such relationship becomes obvious on human action patterns when he or she handles an object. To estimate object categories by using action patterns, we represent such relationship in Dynamic Bayesian Networks (DBNs). By learning human actions toward objects statistically, objects can be recognized. Finally, we performed experiments and confirmed that objects can berecognized from human actions without shape models.
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