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組込みシステム開発におけるYOLO v3を用いた注目物体検出手法の提案
https://doi.org/10.14988/pa.2020.0000000090
https://doi.org/10.14988/pa.2020.0000000090de769044-bafd-4d1c-839f-33e787a2a511
名前 / ファイル | ライセンス | アクション |
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Item type | 紀要論文 / Departmental Bulletin Paper(1) | |||||||||||||||||
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公開日 | 2020-05-28 | |||||||||||||||||
タイトル | ||||||||||||||||||
タイトル | 組込みシステム開発におけるYOLO v3を用いた注目物体検出手法の提案 | |||||||||||||||||
タイトル | ||||||||||||||||||
言語 | en | |||||||||||||||||
タイトル | A proposal for object detection system using YOLO v3 in embedded system development | |||||||||||||||||
言語 | ||||||||||||||||||
言語 | jpn | |||||||||||||||||
キーワード | ||||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | 組込みシステム開発 | |||||||||||||||||
キーワード | ||||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | 教育 | |||||||||||||||||
キーワード | ||||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | 視線 | |||||||||||||||||
キーワード | ||||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | 物体認識 | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | embedded system development | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | education | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | gaze | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | object recognition | |||||||||||||||||
資源タイプ | ||||||||||||||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||||||
資源タイプ | departmental bulletin paper | |||||||||||||||||
ID登録 | ||||||||||||||||||
ID登録 | 10.14988/pa.2020.0000000090 | |||||||||||||||||
ID登録タイプ | JaLC | |||||||||||||||||
タイトルヨミ | ||||||||||||||||||
その他のタイトル | クミコミ システム カイハツ ニオケル YOLO v3 オ モチイタ チュウモク ブッタイ ケンシュツ シュホウ ノ テイアン | |||||||||||||||||
著者 |
米田, 浩崇
× 米田, 浩崇× 槇原, 絵里奈
WEKO
26005
× 馬場, 建× 前田, 侑哉× 三木, 光範
WEKO
15427
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著者所属 | ||||||||||||||||||
米田, 浩崇 / Graduate School of Science and Engineering, Doshisha University | ||||||||||||||||||
著者所属 | ||||||||||||||||||
槇原, 絵里奈 / 同志社大学理工学部インテリジェント情報工学科助教 | ||||||||||||||||||
著者所属 | ||||||||||||||||||
馬場, 建 / Faculty of Science and Engineering, Doshisha University | ||||||||||||||||||
著者所属 | ||||||||||||||||||
前田, 侑哉 / Graduate School of Science and Engineering, Doshisha University | ||||||||||||||||||
著者所属 | ||||||||||||||||||
三木, 光範 / Faculty of Science and Engineering, Doshisha University | ||||||||||||||||||
抄録 | ||||||||||||||||||
内容記述タイプ | Abstract | |||||||||||||||||
内容記述 | 多数の要素を同時に考慮する必要がある組込みシステム開発において,熟練者が持つ暗黙的知識を初学者に伝えることで学習効率の向上が期待できる.本稿では,暗黙的知識が反映される視線情報に注目し,ウェアラブル型アイトラッカーを用いた注目物体検出システムを提案した.YOLO v3を用いた機械学習により注目物体を自動的に認識するシステムを構築し,組込みシステム開発におけるディスプレイ,問題用紙,Arduino,回路の4要素の識別を行った.提案システムの識別精度評価実験の結果,人間が目視で確認を行った注目物体とシステムが判定した注目物体は平均88%一致した.作業時間全体に占める各物体への注目時間や,物体間の注目遷移の比率など,情報を比として捉える必要があるとき,提案手法は作業者の注目物体をめぐる視線情報の解析に寄与できると考えられる. | |||||||||||||||||
抄録 | ||||||||||||||||||
内容記述タイプ | Abstract | |||||||||||||||||
内容記述 | In the embedded systems development that needed to consider many factors simultaneously, it is expected that the learning efficiency will be improved by passing experts' implicit tips on to beginners. In this paper, we focus on gaze information that reflects implicit tips and propose an attention object detection system using a wearable eye tracker. We constructed a system for automatically recognizing an object by machine learning using YOLO v3 and identified four elements in the embedded systems development; display, paper, Arduino and circuit. As the result of the experiment on the evaluation of the recognition accuracy, the target object checked by humans and the target object detected by the system matched 88% on average. When it comes to the information which we needs to focused on as a ratio, such as the attention time of each object in the entire developing time and the ratio of attention transitions between objects, our system should contribute to the analysis of the gaze information of a developer's attention object. | |||||||||||||||||
書誌情報 |
同志社大学ハリス理化学研究報告 en : The Harris science review of Doshisha University 巻 61, 号 1, p. 36-40, 発行日 2020-04-30 |
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出版者 | ||||||||||||||||||
出版者 | 同志社大学ハリス理化学研究所 | |||||||||||||||||
出版者(英) | ||||||||||||||||||
出版者 | Harris Science Research Institute of Doshisha University | |||||||||||||||||
ISSN | ||||||||||||||||||
収録物識別子タイプ | ISSN | |||||||||||||||||
収録物識別子 | 21895937 | |||||||||||||||||
書誌レコードID | ||||||||||||||||||
収録物識別子タイプ | NCID | |||||||||||||||||
収録物識別子 | AA12716107 | |||||||||||||||||
権利 | ||||||||||||||||||
権利情報 | 同志社大学ハリス理化学研究所 | |||||||||||||||||
権利(英) | ||||||||||||||||||
権利情報 | Harris Science Research Institute of Doshisha University | |||||||||||||||||
権利者識別子種別 | ||||||||||||||||||
値 | AID | |||||||||||||||||
権利者識別子 | ||||||||||||||||||
権利情報 | DA18202107 | |||||||||||||||||
関連サイト | ||||||||||||||||||
識別子タイプ | URI | |||||||||||||||||
関連識別子 | https://doors.doshisha.ac.jp/opac/opac_link/bibid/SB12902196/?lang=0 | |||||||||||||||||
関連名称 | 掲載刊行物所蔵情報へのリンク / Link to Contents | |||||||||||||||||
フォーマット | ||||||||||||||||||
内容記述タイプ | Other | |||||||||||||||||
内容記述 | application/pdf | |||||||||||||||||
著者版フラグ | ||||||||||||||||||
値 | publisher | |||||||||||||||||
日本十進分類法 | ||||||||||||||||||
主題Scheme | NDC | |||||||||||||||||
主題 | 007.61 |