UltrasoundML

Predictions of soft tissue indentation stiffness using ML and ultrasound data.

Base data comes from: Erdemir, A. & Neumann, E SimTK https://doi.org/10.18735/S5R97F (2018).

Linear mixed models were developed in a forthcoming publication (TBA).

4 separate deep learning models were generated:

Multilayer perceptrons:

1. Demographics multilayer perceptron

2. Demographics + tissue thicknesses (from manually annotated ultrasound images)

Convolutional neural networks:

3. Raw ultrasound images

4. Ultrasound images + demographics + image meta data