| Presentation | 2020-12-11 An application of Differentiable Neural Architecture Search to Multimodal Neural Networks Yushiro Funoki, Satoshi Ono, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a method that designs an architecture of a deep neural network for multimodal sequential data using a gradient-based neural structure search method named Differentiable Neural Architecture Search (DARTS). Experimental results using an emotion recognition dataset containing sequential data showed that the proposed method succeeded inautomatically designing a network structure with competitive performance to manually designed networks. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural architecture search / Emotion recognition / Multimodal sequential data |
| Paper # | AI2020-11 |
| Date of Issue | 2020-12-03 (AI) |
| Conference Information | |
| Committee | AI |
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| Conference Date | 2020/12/10(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online and HAMAMATSU ACT CITY |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Foundations and application technologies for AI systems on the new normal |
| Chair | Naoki Fukuta(Shizuoka Univ.) |
| Vice Chair | Yuichi Sei(Univ. of Electro-Comm.) / Yuko Sakurai(AIST) |
| Secretary | Yuichi Sei(Nagoya Inst. of Tech.) / Yuko Sakurai(Tokyo Univ. of Agriculture and Technology) |
| Assistant | |
| Paper Information | |
| Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An application of Differentiable Neural Architecture Search to Multimodal Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | Neural architecture search |
| Keyword(2) | Emotion recognition |
| Keyword(3) | Multimodal sequential data |
| 1st Author's Name | Yushiro Funoki |
| 1st Author's Affiliation | Kagoshima University(Kagoshima Univ) |
| 2nd Author's Name | Satoshi Ono |
| 2nd Author's Affiliation | Kagoshima University(Kagoshima Univ) |
| Date | 2020-12-11 |
| Paper # | AI2020-11 |
| Volume (vol) | vol.120 |
| Number (no) | AI-281 |
| Page | pp.pp.52-56(AI), |
| #Pages | 5 |
| Date of Issue | 2020-12-03 (AI) |