| Presentation | 2017-10-13 [Tutorial Lecture] Understanding Deep Neural Network to Solve the Technical and Social Issues Takahiro Kubo, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Deep learning leaves many achievements in fields such as images, and the scope of its application is expanding more and more. On the other hand, deep learning has a problem that it is difficult for people to understand what the learned model makes judgments based on what. This point is a problem from the viewpoint of doing business in cooperation with people and also ensuring the safety when executing the task by receiving a complete trust like a highly automated driving car. Therefore, in this presentation, we will introduce the recent studies that tried to clarify the grounds for deep learning decision. In addition, show the examples of its application. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Deep Neural Network / DNN / Visualization / Model Validation |
| Paper # | PRMU2017-92 |
| Date of Issue | 2017-10-05 (PRMU) |
| Conference Information | |
| Committee | PRMU |
|---|---|
| Conference Date | 2017/10/12(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Shinichi Sato(NII) |
| Vice Chair | Hironobu Fujiyoshi(Chubu Univ.) / Yoshihisa Ijiri(Omron) |
| Secretary | Hironobu Fujiyoshi(AIST) / Yoshihisa Ijiri(NAIST) |
| Assistant | Masato Ishii(NEC) / Yusuke Sugano(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Tutorial Lecture] Understanding Deep Neural Network to Solve the Technical and Social Issues |
| Sub Title (in English) | |
| Keyword(1) | Deep Neural Network |
| Keyword(2) | DNN |
| Keyword(3) | Visualization |
| Keyword(4) | Model Validation |
| 1st Author's Name | Takahiro Kubo |
| 1st Author's Affiliation | TIS(TIS) |
| Date | 2017-10-13 |
| Paper # | PRMU2017-92 |
| Volume (vol) | vol.117 |
| Number (no) | PRMU-238 |
| Page | pp.pp.167-168(PRMU), |
| #Pages | 2 |
| Date of Issue | 2017-10-05 (PRMU) |