Cardiac

Cardiac imaging and the uncertainty tooling that grew out of it. The quantile-binning method is reusable across domains, but the cardiac tutorials remain its primary owner. 2 tutorials.

Cardiac MRI diagnosis with multilinear PCA

Draft

Diagnose pulmonary arterial hypertension from short-axis cardiac MRI. MPCA keeps the tensor structure of the image stack intact, and the learned weights map back onto the anatomy.

intermediate · ~5 min on CPU

Cardiac MRI diagnosis with multilinear PCA

Uncertainty estimation for landmark localisation

Draft

Quantile Binning sorts landmark predictions into bins of increasing uncertainty with estimated error bounds, so the least reliable predictions can be filtered out before they are acted on.

intermediate · ~5 min on CPU

Uncertainty estimation for landmark localisation