Automating the Paris System for urine cytopathology-A hybrid deep-learning and morphometric approach.

Louis J VaickusArief A SuriawinataJason W WeiXiaoying Liu

Published in: Cancer cytopathology (2019)

A hybrid deep-learning and morphometric algorithm was developed for the analysis of urine cytology specimens that could reliably automate the Paris System and provide many avenues for increasing the efficiency of digital screening for urine WSIs and other cytology preparations.

Keyphrases

deep learning
fine needle aspiration
ultrasound guided
artificial intelligence
convolutional neural network
machine learning
high grade