Automated Label-Free Classification of Circulating Tumor Cells and White Blood Cells Using Hyperspectral Imaging and Deep Learning on Microfluidic SACA Chip System

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Shun Chi Wu, Jon Nan Chiu, Yi Wen Chen, Chen Hsi Hung, Mang Ou-Yang 和 Fan Gang Tseng

Micromachines (Basel), 卷.17(4), 頁.472

14/04/2026

PMID: 42076248

摘要

circulating tumor cells

deep learning

ensemble voting

hyperspectral imaging

label-free

microfluidics

ResNet

url

https://doi.org/10.3390/mi17040472檢視

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題名: Automated Label-Free Classification of Circulating Tumor Cells and White Blood Cells Using Hyperspectral Imaging and Deep Learning on Microfluidic SACA Chip System
創作者：: Shun Chi Wu - Department of Engineering and System Science, National Tsing Hua University, Hsinchu, Taiwan
Jon Nan Chiu - National Tsing Hua University
Yi Wen Chen - National Tsing Hua University
Chen Hsi Hung - National Tsing Hua University
Mang Ou-Yang - National Yang Ming Chiao Tung University
Fan Gang Tseng - Academia Sinica
補助款備註: NSTC 113-2221-E-007-044-MY3 / National Science and Technology Council (501100020950) National Tsing Hua University (http://data.elsevier.com/vocabulary/SciValFunders/501100005057) 113-2221-E-007-044-MY3 / National Science and Technology Council (http://data.elsevier.com/vocabulary/SciValFunders/100020595) National Science and Technology Council (http://data.elsevier.com/vocabulary/SciValFunders/501100020950) National Health Research Institutes (http://data.elsevier.com/vocabulary/SciValFunders/501100004737)
學術資源類型: 期刊文章
出版日期: 14/04/2026
出版資訊: Micromachines (Basel), 卷.17(4), 頁.472
語言: 英語