Automated detection of IVC filters on radiographs with deep convolutional neural networks.

John T Mongan Marc D Kohli Roozbeh Houshyar Peter D Chang Justin Glavis-BloomAndrew G Taylor

Published in: Abdominal radiology (New York) (2022)

Fully automated detection of IVC filters on radiographs with high sensitivity and excellent specificity required for an automated screening system can be achieved using object detection neural networks. Further work will develop a system for identifying patients for IVC filter retrieval based on this algorithm.

Keyphrases

deep learning
convolutional neural network
neural network
inferior vena cava
machine learning
loop mediated isothermal amplification
real time pcr
end stage renal disease
label free
high throughput
ejection fraction
chronic kidney disease
working memory
quantum dots