| Presentation | 2020-01-23 Multi-animal pose estimation from videos towards analysis of natural interaction behavior Satoshi Murashige, Takatomi Kubo, Miho Nagasawa, Takefumi Kikusui, Kazushi Ikeda, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The social behavior analysis of animals is performed in various research fields such as ethology, neuroscience, and pharmacology. To observe animal behavior under natural conditions, computer vision-based tracking methods are an effective approach to avoid distraction to animals. Although many methods for single-animal pose estimation have been proposed, there are few methods for multi-animal pose estimation that is indispensable to analyze social behaviors. We aim to develop a method for multi-animal pose estimation using a deep learning technique. In this preliminary study, we applied our proposed method to videos showing multiple dogs and evaluated its estimation error for body parts of dogs. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | social behaviornatural interactionmulti-animal pose estimationcomputer vision |
| Paper # | NC2019-58 |
| Date of Issue | 2020-01-16 (NC) |
| Conference Information | |
| Committee | NLP / NC |
|---|---|
| Conference Date | 2020/1/23(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Miyakojima Marine Terminal |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hiroaki Kurokawa(Tokyo Univ. of Tech.) / Hayaru Shouno(UEC) |
| Vice Chair | Kiyohisa Natsume(Kyushu Inst. of Tech.) / Kazuyuki Samejima(Tamagawa Univ) |
| Secretary | Kiyohisa Natsume(Nippon Inst. of Tech.) / Kazuyuki Samejima(Kyushu Inst. of Tech.) |
| Assistant | Yutaka Shimada(Saitama Univ.) / Toshikaza Samura(Yamaguchi Univ.) / Takashi Shinozaki(NICT) / Ken Takiyama(TUAT) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Neurocomputing |
|---|---|
| Language | ENG-JTITLE |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Multi-animal pose estimation from videos towards analysis of natural interaction behavior |
| Sub Title (in English) | |
| Keyword(1) | social behaviornatural interactionmulti-animal pose estimationcomputer vision |
| 1st Author's Name | Satoshi Murashige |
| 1st Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 2nd Author's Name | Takatomi Kubo |
| 2nd Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 3rd Author's Name | Miho Nagasawa |
| 3rd Author's Affiliation | Azabu University(Azabu Univ.) |
| 4th Author's Name | Takefumi Kikusui |
| 4th Author's Affiliation | Azabu University(Azabu Univ.) |
| 5th Author's Name | Kazushi Ikeda |
| 5th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| Date | 2020-01-23 |
| Paper # | NC2019-58 |
| Volume (vol) | vol.119 |
| Number (no) | NC-382 |
| Page | pp.pp.1-1(NC), |
| #Pages | 1 |
| Date of Issue | 2020-01-16 (NC) |