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Multiple instance learning method based on convolutional neural network and self-attention for early cancer detection.

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Title: Multiple instance learning method based on convolutional neural network and self-attention for early cancer detection.
Authors: Liu J; School of Information and Electrical Engineering, Ludong University, Shandong, China., Zhou S; School of Information and Electrical Engineering, Ludong University, Shandong, China., Zang M; School of Information and Electrical Engineering, Ludong University, Shandong, China., Liu C; School of Information and Electrical Engineering, Ludong University, Shandong, China., Liu T; School of Information and Electrical Engineering, Ludong University, Shandong, China., Wang Q; School of Information and Electrical Engineering, Ludong University, Shandong, China.
Source: Computer methods in biomechanics and biomedical engineering [Comput Methods Biomech Biomed Engin] 2026 May; Vol. 29 (6), pp. 1342-1357. Date of Electronic Publication: 2024 Dec 07.
Publication Type: Journal Article
Journal Info: Publisher: Informa Healthcare Country of Publication: England NLM ID: 9802899 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1476-8259 (Electronic) Linking ISSN: 10255842 NLM ISO Abbreviation: Comput Methods Biomech Biomed Engin Subsets: MEDLINE
Database: MEDLINE Ultimate
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Header DbId: mdl
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PubType: Academic Journal
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  Data: Multiple instance learning method based on convolutional neural network and self-attention for early cancer detection.
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  Data: <searchLink fieldCode="AU" term="%22Liu+J%22">Liu J</searchLink>; School of Information and Electrical Engineering, Ludong University, Shandong, China.<br /><searchLink fieldCode="AU" term="%22Zhou+S%22">Zhou S</searchLink>; School of Information and Electrical Engineering, Ludong University, Shandong, China.<br /><searchLink fieldCode="AU" term="%22Zang+M%22">Zang M</searchLink>; School of Information and Electrical Engineering, Ludong University, Shandong, China.<br /><searchLink fieldCode="AU" term="%22Liu+C%22">Liu C</searchLink>; School of Information and Electrical Engineering, Ludong University, Shandong, China.<br /><searchLink fieldCode="AU" term="%22Liu+T%22">Liu T</searchLink>; School of Information and Electrical Engineering, Ludong University, Shandong, China.<br /><searchLink fieldCode="AU" term="%22Wang+Q%22">Wang Q</searchLink>; School of Information and Electrical Engineering, Ludong University, Shandong, China.
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  Data: <searchLink fieldCode="JN" term="%229802899%22">Computer methods in biomechanics and biomedical engineering</searchLink> [Comput Methods Biomech Biomed Engin] 2026 May; Vol. 29 (6), pp. 1342-1357. <i>Date of Electronic Publication: </i>2024 Dec 07.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Informa+Healthcare%22">Informa Healthcare </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9802899 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1476-8259 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210255842%22">10255842 </searchLink><i>NLM ISO Abbreviation: </i>Comput Methods Biomech Biomed Engin <i>Subsets: </i>MEDLINE
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      – Type: doi
        Value: 10.1080/10255842.2024.2436909
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      – Code: eng
        Text: English
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        StartPage: 1342
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      – TitleFull: Multiple instance learning method based on convolutional neural network and self-attention for early cancer detection.
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            NameFull: Zhou S
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            NameFull: Liu C
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              M: 05
              Text: 2026 May
              Type: published
              Y: 2026
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              Value: 29
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              Value: 6
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            – TitleFull: Computer methods in biomechanics and biomedical engineering
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