期刊
MOLECULAR & CELLULAR ONCOLOGY
卷 7, 期 3, 页码 -出版社
TAYLOR & FRANCIS INC
DOI: 10.1080/23723556.2020.1736742
关键词
Stimulated Raman histology; deep learning; convolutional neural networks; label-free imaging
类别
资金
- NCI NIH HHS [R01 CA226527] Funding Source: Medline
We recently developed and validated a bedside tissue-to-diagnosis pipeline using stimulated Raman histology (SRH), a label-free optical imaging method, and deep convolutional neural networks (CNN) in prospective clinical trial. Our CNN learned a hierarchy of interpretable histologic features found in the most common brain tumors and was able to accurately segment cancerous regions in SRH images.
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