Neural Network Diagnosis of Avascular Necrosis from Magnetic Resonance Images
Abstract
A vascular necrosis (AVN) of the femoral head is a common yet poten(cid:173) tially serious disorder which can be detected in its very early stages with magnetic resonance imaging. We have developed multi-layer perceptron networks, trained with conjugate gradient optimization, which diagnose A VN from single magnetic resonance images of the femoral head with 100% accuracy on training data and 97% accuracy on test data.
Cite
Text
Manduca et al. "Neural Network Diagnosis of Avascular Necrosis from Magnetic Resonance Images." Neural Information Processing Systems, 1991.Markdown
[Manduca et al. "Neural Network Diagnosis of Avascular Necrosis from Magnetic Resonance Images." Neural Information Processing Systems, 1991.](https://mlanthology.org/neurips/1991/manduca1991neurips-neural/)BibTeX
@inproceedings{manduca1991neurips-neural,
title = {{Neural Network Diagnosis of Avascular Necrosis from Magnetic Resonance Images}},
author = {Manduca, Armando and Christy, Paul and Ehman, Richard},
booktitle = {Neural Information Processing Systems},
year = {1991},
pages = {645-650},
url = {https://mlanthology.org/neurips/1991/manduca1991neurips-neural/}
}