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) |