Convolutional Neural Networks for Automated PET/CT Detection of Diseased Lymph Node Burden in Patients with Lymphoma.

Amy J WeismanMinnie W KielerScott B PerlmanMartin HutchingsRobert JerajLale KostakogluTyler James Bradshaw

Published in: Radiology. Artificial intelligence (2020)

An ensemble of three-dimensional CNNs detected lymph nodes at a performance nearly comparable to differences between two physicians' annotations. This preliminary study is a first step toward automated PET/CT assessment for lymphoma.© RSNA, 2020.

Keyphrases

pet ct
lymph node
convolutional neural network
deep learning
diffuse large b cell lymphoma
machine learning
sentinel lymph node
neoadjuvant chemotherapy
high throughput
positron emission tomography
primary care
computed tomography
squamous cell carcinoma
real time pcr
risk factors
sensitive detection
quantum dots