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A Validation Analysis of the Submillimeter-Width Concrete Crack Detection Based on Morphological Component Analysis and Anisotropic Diffusion
http://hdl.handle.net/10228/0002000628
http://hdl.handle.net/10228/00020006280c51c706-0746-445b-a4c0-7a648bfa5b56
| 名前 / ファイル | ライセンス | アクション |
|---|---|---|
10430473.pdf (5.1 MB)
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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 | 2024-05-13 | |||||||||||||||
| 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 | |||||||||||||||
| タイトル | ||||||||||||||||
| タイトル | A Validation Analysis of the Submillimeter-Width Concrete Crack Detection Based on Morphological Component Analysis and Anisotropic Diffusion | |||||||||||||||
| 言語 | en | |||||||||||||||
| その他のタイトル | ||||||||||||||||
| その他のタイトル | A VALIDATION ANALYSIS OF THE SUBMILLIMETER-WIDTH CONCRETE CRACK DETECTION BASED ON MORPHOLOGICAL COMPONENT ANALYSIS AND ANISOTROPIC DIFFUSION | |||||||||||||||
| 言語 | en | |||||||||||||||
| 言語 | ||||||||||||||||
| 言語 | eng | |||||||||||||||
| 著者 |
Dixit, Ankur
× Dixit, Ankur
× Oshiumi, Wataru
× 我妻, 広明
WEKO
30799
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| 抄録 | ||||||||||||||||
| 内容記述タイプ | Abstract | |||||||||||||||
| 内容記述 | Abnormality detection in an early stage is a crucial issue to maintain social concrete infrastructures. The submillimeter-width concrete crack detection is the inevitable mission to significantly reduce the human burden; however, conventional image processing methods do not reach the same level of human inspections in senses of coverage ratios and hit rates. In the present study, we hypothesized that a concrete crack detection based on the morphological component analysis (MCA) can be upgraded with after-treatments for contrast enhancements by using anisotropic diffusion and related techniques, to be able to detect cracks on images even for less than 10 pixels in width as a submillimeter range. The traditional MCA method was modified to decompose the image into its coarse and fine components and the coefficient of anisotropic diffusion was designed to find cracks in high gradient and low gray level regions. The modified MCA and anisotropic diffusion with the Sobel edge detector were embedded to a consistent workflow to detect submillimeter cracks in image. In the accuracy verification, comparisons among the proposed method, conventional methods and the human detection demonstrated that the proposed method had a noteworthy detection efficiency with high coverage ratios and hit rates over 60% in total. It can contribute to the actual field work of the concrete crack detection. | |||||||||||||||
| 言語 | en | |||||||||||||||
| 書誌情報 |
en : International Journal of Innovative Computing, Information and Control 巻 18, 号 3, p. 1009-1018, 発行日 2022-06 |
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| 出版社 | ||||||||||||||||
| 出版者 | ICIC International | |||||||||||||||
| 言語 | en | |||||||||||||||
| DOI | ||||||||||||||||
| 関連タイプ | isIdenticalTo | |||||||||||||||
| 識別子タイプ | DOI | |||||||||||||||
| 関連識別子 | https://doi.org/10.24507/ijicic.18.03.1009 | |||||||||||||||
| NCID | ||||||||||||||||
| 収録物識別子タイプ | NCID | |||||||||||||||
| 収録物識別子 | AA12218449 | |||||||||||||||
| ISSN | ||||||||||||||||
| 収録物識別子タイプ | PISSN | |||||||||||||||
| 収録物識別子 | 1349-4198 | |||||||||||||||
| 著作権関連情報 | ||||||||||||||||
| 権利情報 | ICIC International Copyright (c) 2022 | |||||||||||||||
| キーワード | ||||||||||||||||
| 主題Scheme | Other | |||||||||||||||
| 主題 | Anisotropic diffusion | |||||||||||||||
| キーワード | ||||||||||||||||
| 主題Scheme | Other | |||||||||||||||
| 主題 | Coverage ratio | |||||||||||||||
| キーワード | ||||||||||||||||
| 主題Scheme | Other | |||||||||||||||
| 主題 | Crack detection | |||||||||||||||
| キーワード | ||||||||||||||||
| 主題Scheme | Other | |||||||||||||||
| 主題 | Edge detection | |||||||||||||||
| キーワード | ||||||||||||||||
| 主題Scheme | Other | |||||||||||||||
| 主題 | Hit rate | |||||||||||||||
| キーワード | ||||||||||||||||
| 主題Scheme | Other | |||||||||||||||
| 主題 | Image morphology | |||||||||||||||
| キーワード | ||||||||||||||||
| 主題Scheme | Other | |||||||||||||||
| 主題 | Morphological component analysis | |||||||||||||||
| キーワード | ||||||||||||||||
| 主題Scheme | Other | |||||||||||||||
| 主題 | Wavelet transform | |||||||||||||||
| 出版タイプ | ||||||||||||||||
| 出版タイプ | VoR | |||||||||||||||
| 出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||||||||||
| 査読の有無 | ||||||||||||||||
| 値 | yes | |||||||||||||||
| 研究者情報 | ||||||||||||||||
| URL | https://hyokadb02.jimu.kyutech.ac.jp/html/358_ja.html | |||||||||||||||
| 論文ID（連携） | ||||||||||||||||
| 値 | 10430473 | |||||||||||||||
| 連携ID | ||||||||||||||||
| 値 | 12243 | |||||||||||||||
