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Attention to detail: A conditional multi-head transformer for traffic sign recognition.

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Title: Attention to detail: A conditional multi-head transformer for traffic sign recognition.
Authors: Naz I; Department of Computer Science, COMSATS University Islamabad, Wah Campus, Islamabad, Pakistan.; Department of Computer Science, University of Wah, Wah Cantt, Pakistan., Shah JH; Department of Computer Science, COMSATS University Islamabad, Wah Campus, Islamabad, Pakistan., Tahir A; Department of Computer Science, College of Engineering and Computer Science, Jazan University, Jazan, Kingdom of Saudi Arabia., Marri MR; Independent Researcher, Texas, United States of America., Saleem R; Department of Information Technology, Government College University Faisalabad, Gurunanakpura, Faisalabad, Pakistan., Saeed MES; Department of Computer Science, Nile Valley University, Atbara, Sudan.
Source: PloS one [PLoS One] 2025 Nov 04; Vol. 20 (11), pp. e0335341. Date of Electronic Publication: 2025 Nov 04 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Attention to detail: A conditional multi-head transformer for traffic sign recognition.
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  Data: <searchLink fieldCode="AU" term="%22Naz+I%22">Naz I</searchLink>; Department of Computer Science, COMSATS University Islamabad, Wah Campus, Islamabad, Pakistan.; Department of Computer Science, University of Wah, Wah Cantt, Pakistan.<br /><searchLink fieldCode="AU" term="%22Shah+JH%22">Shah JH</searchLink>; Department of Computer Science, COMSATS University Islamabad, Wah Campus, Islamabad, Pakistan.<br /><searchLink fieldCode="AU" term="%22Tahir+A%22">Tahir A</searchLink>; Department of Computer Science, College of Engineering and Computer Science, Jazan University, Jazan, Kingdom of Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Marri+MR%22">Marri MR</searchLink>; Independent Researcher, Texas, United States of America.<br /><searchLink fieldCode="AU" term="%22Saleem+R%22">Saleem R</searchLink>; Department of Information Technology, Government College University Faisalabad, Gurunanakpura, Faisalabad, Pakistan.<br /><searchLink fieldCode="AU" term="%22Saeed+MES%22">Saeed MES</searchLink>; Department of Computer Science, Nile Valley University, Atbara, Sudan.
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  Data: <searchLink fieldCode="JN" term="%22101285081%22">PloS one</searchLink> [PLoS One] 2025 Nov 04; Vol. 20 (11), pp. e0335341. <i>Date of Electronic Publication: </i>2025 Nov 04 (<i>Print Publication: </i>2025).
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        Value: 10.1371/journal.pone.0335341
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