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eess.IV2022
Informing selection of performance metrics for medical image segmentation evaluation using configurable synthetic errors
Shuyue Guan, Ravi K. Samala, Weijie Chen
Machine learning-based segmentation in medical imaging is widely used in clinical applications from diagnostics to radiotherapy treatment planning. Segmented medical images with gr…
eess.IV2022
A Sneak Attack on Segmentation of Medical Images Using Deep Neural Network Classifiers
Shuyue Guan, Murray Loew
Instead of using current deep-learning segmentation models (like the UNet and variants), we approach the segmentation problem using trained Convolutional Neural Network (CNN) class…