Table 2.
Structure | Patients | ||||
---|---|---|---|---|---|
Artery | Myocardium | Training | Testing | Classifier | |
(A) Anatomical significance | |||||
Lee et al. (42) | ✓ | 412 | 136 | CNN | |
Freiman et al. (43) | ✓ | * | 90 | CNN | |
Zreik et al. (20) | ✓ | 98 | 65 | CNN | |
Huang et al. (44) | ✓ | 45 | 7 | CNN | |
Kang et al. (45) | ✓ | * | 42 | SVM | |
Xiong et al. (46) | ✓ | * | 140 | BO | |
Mukhopadhyay et al. (47) | ✓ | * | 27 | ANN | |
Kelm et al. (25) | ✓ | * | 229 | RF | |
Zuluaga et al. (48) | ✓ | 9 | 9 | SVM | |
(B) Functional significance | |||||
Kumamaru et al. (49) | ✓ | * | 131 | CNN | |
Wang et al. (50) | ✓ | 8 | 63 | ANN | |
Hae et al. (51) | ✓ | 932 | 279 | BO | |
Dey et al. (52) | ✓ | * | 254 | BO | |
Zreik et al. (53) | ✓ | * | 166 | SVM | |
Han et al. (54) | ✓ | * | 252 | BO | |
Itu et al. (55) | ✓ | - | 87 | ANN |
Check marks indicate arterial (Artery) or myocardial (Myocardium) analysis. The number of patients included for method development (Training) and evaluation (Testing) are listed,
indicates cross-validation and - indicates training on non-patient data. The classifier with which the primary result was obtained is indicated (Classifier, see section 2 for abbreviations).