Machine learning model for breast cancer cytology

A machine learning model for breast cancer cytology

Building on the edifice of VGG16, we extracted the penultimate layer of the model and fed it to a logistic regression. The results are here

Intermediate layers of the network

An example prediction

Abstract: http://www.cancerconf.org/en/page.php?rid=47 

Thanks Anirudh Sharma

Few salivary lesions

Adenoid cystic carcinoma

'cribriform'

A nicer looking version

Acinic cell carcinoma

Cytology

Granular cytoplasm

Polymorphic adenoma

Looking like fibroadenoma, with plasmacytoid myoepithelial cells

More plasmacytoid cells

Stromal fragment

Pleomorphic adenoma on cytology

Epithelial myoepithelial carcinoma

Note the clear cells around acini

Warthin tumor

Note the double layered oncocytic epithelium

Basal cell adenoma

Mucoepidermoid cancer in a teenage girl

Mixed tumor on cytology

Note bright red to purple stromal fragments

Polymorphic adenoma, ? canalicular adenoma