Table 6.

Selected studies using image-based ML analysis for the diagnosis of Myocardial Infarction.

Publication	Modality	Biomarker	ML technique	Diagnostic	Sample size	Performance
(44)	MRI	Radiomics	LR	MI	180	ACC = 0.92
(46)	MRI	Conventional	ANN	MI	299	AUC = 0.94
(45)	MRI	Radiomics	SVM	MI	50	AUC = 0.84
(9)	MRI	Conventional	SVM/RF	MI/HCM	45	ACC = 0.94
(94)	MRI	Conventional	DT/CL/SVM	MI	200	ACC = 0.95
(95)	MRI	Conventional	PLS	MI	200	ACC = 0.98
(22)	Echo	Qualitative	SVM	MI	242	ACC = 0.97
(39)	Echo	Conventional	ANN	MI/AP	91	ACC = 0.95
(40)	Echo	Conventional	BN/DT/CL/SVM	MI	42	ACC = 0.91
(42)	Echo	Radiomics	DT/ANN/SVM	MI	160	ACC = 0.94
(41)	Echo	Radiomics	CL	MI	17	ACC = 0.91
(43)	Echo	Radiomics	SVM	MI	800	ACC = 0.99
(29)	Echo	Conventional	CL	MI	120	ACC = 0.87
(47)	CT	Radiomics	RF/CL/ANN	MI	87	ACC = 0.78
(48)	CT	Radiomics	DT	MI	30	ACC = 0.97
(27)	CT	Conventional	SVM/RF	MI	170	ACC = 0.85
(96)	SPECT	Conventional	BN	MI/CAD	728	ACC = 0.78