| Presentation | 2020-01-24 [Short Paper] CNN-based Music Emotion and Theme Recognition Featuring Shallow Architecture Shengzhou Yi, Xueting Wang, Toshihiko Yamasaki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose several convolutional neural networks to recognize emotions and themes conveyed by the audio tracks. We applied these models on audio data from Jamendo. As a result, we find that a relatively shallow VGG-style neural network achieves better performance. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Music emotion recognitionMusic theme recognitionCNN |
| Paper # | MVE2019-32 |
| Date of Issue | 2020-01-16 (MVE) |
| Conference Information | |
| Committee | MVE / IPSJ-CVIM |
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| Conference Date | 2020/1/23(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kenji Mase(Nagoya Univ.) |
| Vice Chair | Masayuki Ihara(NTT) |
| Secretary | Masayuki Ihara(Nagoya Univ.) / (NTT) |
| Assistant | Satoshi Nishiguchi(Oosaka Inst. of Tech.) / Masanori Yokoyama(NTT) / Shogo Fukushima(Univ. of ToKyo) |
| Paper Information | |
| Registration To | Technical Committee on Media Experience and Virtual Environment / Special Interest Group on Computer Vision and Image Media |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Short Paper] CNN-based Music Emotion and Theme Recognition Featuring Shallow Architecture |
| Sub Title (in English) | |
| Keyword(1) | Music emotion recognitionMusic theme recognitionCNN |
| 1st Author's Name | Shengzhou Yi |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Xueting Wang |
| 2nd Author's Affiliation | The University of Tokyo(UTokyo) |
| 3rd Author's Name | Toshihiko Yamasaki |
| 3rd Author's Affiliation | The University of Tokyo(UTokyo) |
| Date | 2020-01-24 |
| Paper # | MVE2019-32 |
| Volume (vol) | vol.119 |
| Number (no) | MVE-386 |
| Page | pp.pp.99-100(MVE), |
| #Pages | 2 |
| Date of Issue | 2020-01-16 (MVE) |