Table 10.

Selected studies using image-based ML analysis for diagnosis of valvular heart disease.

Publication	Modality	Biomarker	ML technique	Diagnostic	Sample size	Performance
(68)	echo	Radiomics	ANN	HVD	120	ACC = 0.93
(69)	echo	Radiomics	SVM/CL	HVD	102	ACC = 0.99
(32)	CT	Conventional	CL	HVD	656	N/A