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Summary of the Bento Packaging Activity Recognition Challenge
http://hdl.handle.net/10228/00009237
http://hdl.handle.net/10228/000092370d2127df-3ed1-4039-953f-6d1bcd205a0a
| 名前 / ファイル | ライセンス | アクション |
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LaSEINE-2021_063.pdf (640.1 kB)
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| アイテムタイプ | 学術雑誌論文 = Journal Article(1) | |||||||||||||
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| 公開日 | 2023-05-08 | |||||||||||||
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| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||
| 資源タイプ | journal article | |||||||||||||
| タイトル | ||||||||||||||
| タイトル | Summary of the Bento Packaging Activity Recognition Challenge | |||||||||||||
| 言語 | en | |||||||||||||
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| 言語 | eng | |||||||||||||
| 著者 |
安達, 康平
× 安達, 康平× Sayeda Shamma Alia× Nahid, Nazmun× 金子, 晴× Lago, Paula× 井上, 創造
WEKO
27425
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| 内容記述タイプ | Abstract | |||||||||||||
| 内容記述 | Human activity recognition (HAR) has a great impact on human-robot collaboration (HRC), especially in industrial works. However, it is difficult to find industrial activity data. With a goal of making the interactions between humans and robots more straightforward, we organized Bento Packaging Activity Recognition Challenge as a part of The 3rd International Conference on Activity and Behavior Computing. Here, the term Bento refers to a single-serving lunch box originated in Japan. We provided ten Bento packing activities data. The activities are performed by four subjects with a moving conveyor belt. In this work, we analyze and summarize the approaches of submission of the challenge. The challenge started on June 1st, 2021, and continued until August 25th, 2021. The participant teams used the given dataset to predict the ten activities, and they were evaluated using accuracy. The winning team used an ensemble model and achieved around 64% accuracy on testing data. To further improve the accuracy of the testing data, models particularly designed for small data with larger intra-class similarity could help. | |||||||||||||
| 言語 | en | |||||||||||||
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| 内容記述タイプ | Other | |||||||||||||
| 内容記述 | 3rd International Conference on Activity and Behavior Computing, ABC 2021, 22 October 2021 through 23 October 2021, Online | |||||||||||||
| 書誌情報 |
en : Smart Innovation, Systems and Technologies 巻 291, p. 249-261, 発行日 2022-05-04 |
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| 出版者 | Springer | |||||||||||||
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| 関連タイプ | isVersionOf | |||||||||||||
| 識別子タイプ | DOI | |||||||||||||
| 関連識別子 | https://doi.org/10.1007/978-981-19-0361-8_17 | |||||||||||||
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| 識別子タイプ | ISBN | |||||||||||||
| 関連識別子 | 978-981-19-0360-1 | |||||||||||||
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| 識別子タイプ | ISBN | |||||||||||||
| 関連識別子 | 978-981-19-0361-8 | |||||||||||||
| 日本十進分類法 | ||||||||||||||
| 主題Scheme | NDC | |||||||||||||
| 主題 | 548 | |||||||||||||
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| 収録物識別子タイプ | PISSN | |||||||||||||
| 収録物識別子 | 2190-3018 | |||||||||||||
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| 収録物識別子タイプ | EISSN | |||||||||||||
| 収録物識別子 | 2190-3026 | |||||||||||||
| 著作権関連情報 | ||||||||||||||
| 権利情報 | Copyright (c) 2022 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. | |||||||||||||
| 出版タイプ | ||||||||||||||
| 出版タイプ | AM | |||||||||||||
| 出版タイプResource | http://purl.org/coar/version/c_ab4af688f83e57aa | |||||||||||||
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| 値 | yes | |||||||||||||
| 研究者情報 | ||||||||||||||
| URL | https://hyokadb02.jimu.kyutech.ac.jp/html/140_ja.html | |||||||||||||
| 論文ID（連携） | ||||||||||||||
| 値 | 10403092 | |||||||||||||
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| 値 | 10583 | |||||||||||||
