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Precise, fast, and automated gel quantification powered by YOLO11 instance segmentation.

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Title: Precise, fast, and automated gel quantification powered by YOLO11 instance segmentation.
Authors: Tian Y; School of Automation and Intelligence Sensing, Shanghai Jiao Tong University, Shanghai, 200240, China., Ji W; Shanghai High School, Shanghai, 200231, China., Wang L; School of Automation and Intelligence Sensing, Shanghai Jiao Tong University, Shanghai, 200240, China., Liu W; School of Automation and Intelligence Sensing, Shanghai Jiao Tong University, Shanghai, 200240, China., Zhang Q; School of Automation and Intelligence Sensing, Shanghai Jiao Tong University, Shanghai, 200240, China. Electronic address: billy_z@sjtu.edu.cn., Wang Y; School of Physics and Astronomy, Shanghai Jiao Tong University, Shanghai, 200240, China. Electronic address: wyx75@sjtu.edu.cn., Cao C; School of Automation and Intelligence Sensing, Shanghai Jiao Tong University, Shanghai, 200240, China. Electronic address: cxcao@sjtu.edu.cn.
Source: Analytica chimica acta [Anal Chim Acta] 2026 May 15; Vol. 1399, pp. 345293. Date of Electronic Publication: 2026 Feb 26.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 0370534 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-4324 (Electronic) Linking ISSN: 00032670 NLM ISO Abbreviation: Anal Chim Acta Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Tian+Y%22">Tian Y</searchLink>; School of Automation and Intelligence Sensing, Shanghai Jiao Tong University, Shanghai, 200240, China.<br /><searchLink fieldCode="AU" term="%22Ji+W%22">Ji W</searchLink>; Shanghai High School, Shanghai, 200231, China.<br /><searchLink fieldCode="AU" term="%22Wang+L%22">Wang L</searchLink>; School of Automation and Intelligence Sensing, Shanghai Jiao Tong University, Shanghai, 200240, China.<br /><searchLink fieldCode="AU" term="%22Liu+W%22">Liu W</searchLink>; School of Automation and Intelligence Sensing, Shanghai Jiao Tong University, Shanghai, 200240, China.<br /><searchLink fieldCode="AU" term="%22Zhang+Q%22">Zhang Q</searchLink>; School of Automation and Intelligence Sensing, Shanghai Jiao Tong University, Shanghai, 200240, China. Electronic address: billy_z@sjtu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; School of Physics and Astronomy, Shanghai Jiao Tong University, Shanghai, 200240, China. Electronic address: wyx75@sjtu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Cao+C%22">Cao C</searchLink>; School of Automation and Intelligence Sensing, Shanghai Jiao Tong University, Shanghai, 200240, China. Electronic address: cxcao@sjtu.edu.cn.
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  Data: <searchLink fieldCode="JN" term="%220370534%22">Analytica chimica acta</searchLink> [Anal Chim Acta] 2026 May 15; Vol. 1399, pp. 345293. <i>Date of Electronic Publication: </i>2026 Feb 26.
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        Value: 10.1016/j.aca.2026.345293
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              Text: 2026 May 15
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