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Open Access
Peer-reviewed
Research Article
Strategic SA-UNet: Integrating self-attention blocks into U-Net for efficient crack segmentation
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Ryota Kobayashi ,
Contributed equally to this work with: Ryota Kobayashi, Munehiro Kimura, Ryosuke Harakawa, Norrima Mokhtar, Yang Zhou, Muhammad Amirul Aiman Asri, Raza Ali, Masahiro Iwahashi
Roles Conceptualization, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft
Affiliation Department of Electrical, Electronics and Information Engineering, Nagaoka University of Technology, Nagaoka, Niigata, Japan
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Munehiro Kimura ,
Contributed equally to this work with: Ryota Kobayashi, Munehiro Kimura, Ryosuke Harakawa, Norrima Mokhtar, Yang Zhou, Muhammad Amirul Aiman Asri, Raza Ali, Masahiro Iwahashi
Roles Supervision, Writing – review & editing
Affiliation Department of Electrical, Electronics and Information Engineering, Nagaoka University of Technology, Nagaoka, Niigata, Japan
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Ryosuke Harakawa ,
Contributed equally to this work with: Ryota Kobayashi, Munehiro Kimura, Ryosuke Harakawa, Norrima Mokhtar, Yang Zhou, Muhammad Amirul Aiman Asri, Raza Ali, Masahiro Iwahashi
Roles Formal analysis, Supervision, Writing – review & editing
Affiliation Department of Electrical, Electronics and Information Engineering, Nagaoka University of Technology, Nagaoka, Niigata, Japan
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Norrima Mokhtar ,
Contributed equally to this work with: Ryota Kobayashi, Munehiro Kimura, Ryosuke Harakawa, Norrima Mokhtar, Yang Zhou, Muhammad Amirul Aiman Asri, Raza Ali, Masahiro Iwahashi
Roles Conceptualization, Formal analysis, Project administration, Resources, Supervision, Validation, Writing – review & editing
* E-mail: norrimamokhtar@um.edu.my
Affiliation Human-Machine Interface Lab, Centre for Research in Industry 4.0, Faculty of Engineering, Universiti Malaya Lembah Pantai, Kuala Lumpur, Malaysia
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Yang Zhou ,
Contributed equally to this work with: Ryota Kobayashi, Munehiro Kimura, Ryosuke Harakawa, Norrima Mokhtar, Yang Zhou, Muhammad Amirul Aiman Asri, Raza Ali, Masahiro Iwahashi
Roles Data curation, Resources
Affiliation Human-Machine Interface Lab, Centre for Research in Industry 4.0, Faculty of Engineering, Universiti Malaya Lembah Pantai, Kuala Lumpur, Malaysia
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Muhammad Amirul Aiman Asri ,
Contributed equally to this work with: Ryota Kobayashi, Munehiro Kimura, Ryosuke Harakawa, Norrima Mokhtar, Yang Zhou, Muhammad Amirul Aiman Asri, Raza Ali, Masahiro Iwahashi
Roles Investigation, Methodology, Writing – review & editing
Affiliation Human-Machine Interface Lab, Centre for Research in Industry 4.0, Faculty of Engineering, Universiti Malaya Lembah Pantai, Kuala Lumpur, Malaysia
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Raza Ali ,
Contributed equally to this work with: Ryota Kobayashi, Munehiro Kimura, Ryosuke Harakawa, Norrima Mokhtar, Yang Zhou, Muhammad Amirul Aiman Asri, Raza Ali, Masahiro Iwahashi
Roles Conceptualization, Data curation, Supervision
Affiliation Department of Electrical Engineering, Faculty of Information and Communication Technology (FICT), Balochistan University of Information Technology, Engineering and Management Sciences (BUITEMS), Quetta, Pakistan
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Masahiro Iwahashi
Contributed equally to this work with: Ryota Kobayashi, Munehiro Kimura, Ryosuke Harakawa, Norrima Mokhtar, Yang Zhou, Muhammad Amirul Aiman Asri, Raza Ali, Masahiro Iwahashi
Roles Funding acquisition, Supervision, Writing – review & editing
Affiliation Department of Electrical, Electronics and Information Engineering, Nagaoka University of Technology, Nagaoka, Niigata, Japan
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Strategic SA-UNet: Integrating self-attention blocks into U-Net for efficient crack segmentation
- Ryota Kobayashi,
- Munehiro Kimura,
- Ryosuke Harakawa,
- Norrima Mokhtar,
- Yang Zhou,
- Muhammad Amirul Aiman Asri,
- Raza Ali,
- Masahiro Iwahashi
- Published: March 6, 2026
- https://doi.org/10.1371/journal.pone.0343162