Image classification by fusion for high-content cell-cycle screening
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作者:
Pham, Tuan D.
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James Cook Univ N Queensland, Bioinformat Applicat Res Ctr, Townsville, Qld 4811, AustraliaJames Cook Univ N Queensland, Bioinformat Applicat Res Ctr, Townsville, Qld 4811, Australia
Pham, Tuan D.
[1
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Ran, Dat T.
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机构:James Cook Univ N Queensland, Bioinformat Applicat Res Ctr, Townsville, Qld 4811, Australia
Ran, Dat T.
机构:
[1] James Cook Univ N Queensland, Bioinformat Applicat Res Ctr, Townsville, Qld 4811, Australia
[2] James Cook Univ N Queensland, Sch Informat Technol, Townsville, Qld 4811, Australia
We present a fuzzy fusion approach for combining cell-phase identification results obtained from multiple classifiers. This approach can improve the classification rates and allows the task of high-content cell-cycle screening more effective for biomedical research in the study of structures and functions of cells and molecules. Conventionally such study requires the processing and analysis of huge amounts of image data, and manual image analysis is very time consuming, thus costly, and also potentially inaccurate and poorly reproducible. The proposed method has been used to combine the results from three classifiers, and the combined result is superior to any of the results obtained from a single classifier.
机构:
Biol Intracellular Pathogens Inserm Avenir Team, Seoul, South Korea
Univ Lille N France, Inserm U1019, CNRS,Ctr Infect & Immun Lille, UMR8204,Inst Pasteur Lille, F-59019 Lille, FranceBiol Intracellular Pathogens Inserm Avenir Team, Seoul, South Korea
Brodin, Priscille
Christophe, Thierry
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Inst Pasteur Korea, Songnam 463440, Gyeonggi Do, South KoreaBiol Intracellular Pathogens Inserm Avenir Team, Seoul, South Korea
机构:
Univ Calif Los Angeles, California NanoSyst Inst, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, Dept Civil & Environm Engn, Los Angeles, CA 90095 USAUniv Calif Los Angeles, California NanoSyst Inst, Los Angeles, CA 90095 USA
Peng, Fubing
Hoek, Eric M. V.
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Univ Calif Los Angeles, California NanoSyst Inst, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, Dept Civil & Environm Engn, Los Angeles, CA 90095 USAUniv Calif Los Angeles, California NanoSyst Inst, Los Angeles, CA 90095 USA
Hoek, Eric M. V.
Damoiseaux, Robert
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Univ Calif Los Angeles, California NanoSyst Inst, Los Angeles, CA 90095 USAUniv Calif Los Angeles, California NanoSyst Inst, Los Angeles, CA 90095 USA