CPC G16H 30/40 (2018.01) [G01N 21/65 (2013.01); G06N 3/08 (2013.01); G06T 7/0012 (2013.01); G01N 2021/655 (2013.01); G06T 2207/10061 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/30016 (2013.01); G06T 2207/30096 (2013.01)] | 22 Claims |
1. A system, comprising:
an imaging device that captures an image of a tissue sample at an optical section of the tissue sample using Stimulated Raman Scattering, where the tissue sample has a thickness larger than the optical section; and
a diagnostic module configured to receive the image for the tissue sample from the imaging device and generate a diagnosis for the tissue sample by classifying the tissue sample into categories using a convolutional neural network including a tumoral tissue category or a nontumoral tissue category, where the tumoral tissue category is a tissue sample with a tumor and the nontumoral tissue category is a tissue sample without a tumor;
wherein the diagnostic module generates a secondary diagnosis for the tissue sample by determining a quantitative measure of cellularity for the tissue sample and outputs the diagnosis when the secondary diagnosis matches the diagnosis for the tissue sample using the convolutional neural network.
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