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  1. 030 理工学 Science & engineering
  2. 学術雑誌掲載論文

Braille block detection via multi-objective optimization from an egocentric viewpoint

https://iwate-u.repo.nii.ac.jp/records/15789
https://iwate-u.repo.nii.ac.jp/records/15789
07e27388-fd6e-40bb-aaf4-008bac9c828f
名前 / ファイル ライセンス アクション
sensors-v21n82p2775.pdf sensors-v21n82p2775 (2.6 MB)
Item type 学術雑誌論文 / Journal Article(1)
公開日 2022-09-13
タイトル
タイトル Braille block detection via multi-objective optimization from an egocentric viewpoint
言語
言語 eng
キーワード
主題Scheme Other
主題 Braille block detection
キーワード
主題Scheme Other
主題 egocentric vision
キーワード
主題Scheme Other
主題 multi-objective optimization
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 journal article
著者 TAKANO, Tsubasa

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TAKANO, Tsubasa

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NAKANE, Takumi

× NAKANE, Takumi

NAKANE, Takumi

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AKASHI, Takuya

× AKASHI, Takuya

AKASHI, Takuya

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ZHANG, Chao

× ZHANG, Chao

ZHANG, Chao

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著者(機関)
値 Department of Engineering, University of Fukui
著者(機関)
値 Department of Engineering, University of Fukui
著者(機関)
値 Faculty of Engineering, Iwate University
著者(機関)
値 Department of Engineering, University of Fukui
登録日
日付 2022-09-13
書誌情報 Sensors

巻 21, 号 8, p. 2775, 発行日 2021-04-14
ISSN
収録物識別子タイプ ISSN
収録物識別子 14248220
抄録
内容記述タイプ Abstract
内容記述 In this paper, we propose a method to detect Braille blocks from an egocentric viewpoint, which is a key part of many walking support devices for visually impaired people. Our main contribution is to cast this task as a multi-objective optimization problem and exploits both the geometric and the appearance features for detection. Specifically, two objective functions were designed under an evolutionary optimization framework with a line pair modeled as an individual (i.e., solution). Both of the objectives follow the basic characteristics of the Braille blocks, which aim to clarify the boundaries and estimate the likelihood of the Braille block surface. Our proposed method was assessed by an originally collected and annotated dataset under real scenarios. Both quantitative and qualitative experimental results show that the proposed method can detect Braille blocks under various environments. We also provide a comprehensive comparison of the detection performance with respect to different multi-objective optimization algorithms.
抄録(URL)
表示名 Braille Block Detection via Multi-Objective Optimization from an Egocentric Viewpoint
URL https://www.mdpi.com/1424-8220/21/8/2775
出版者
出版者 MDPI
権利
権利情報 © 2021 by the authors.
権利URI
権利情報 https://creativecommons.org/licenses/by/4.0/
DOI
関連タイプ isIdenticalTo
識別子タイプ DOI
関連識別子 info:doi/10.3390/s21082775
著者版フラグ
出版タイプ VoR
出版タイプResource http://purl.org/coar/version/c_970fb48d4fbd8a85
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