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. 2023 Feb 2;16:904770. doi: 10.3389/fnsys.2022.904770

TABLE 4.

Leave-site-out cross-validation results using scenario 3 (Graph2Img) and CNN classifier.

Sites # Subjects # ASD subjects Accuracy F-score Accuracy (Heinsfeld et al., 2018) F-score (Heinsfeld et al., 2018) Accuracy (Sherkatghanad et al., 2020) F-score (Sherkatghanad et al., 2020) Accuracy (Huang et al., 2020)
ABIDE I UCLA-2 21 11 0.86 0.82 0.66 0.65 0.61 0.62 0.78
TRINITY 44 25 0.79 0.75 0.65 0.64 0.61 0.62 0.76
UM-2 34 13 0.78 0.72 0.64 0.66 0.66 0.56 0.77
KKI 33 12 0.85 0.81 0.67 0.66 0.72 0.69 0.79
YALE 41 22 0.82 0.81 0.64 0.63 0.69 0.65 0.81
PITT 50 24 0.76 0.72 0.66 0.65 0.69 0.73 0.78
OLIN 28 14 0.85 0.81 0.64 0.63 0.58 0.56 0.76
LEUVEN-2 28 12 0.78 0.72 0.65 0.64 0.65 0.73 0.81
STANFORD 25 12 0.94 0.92 0.66 0.65 0.48 0.09 0.79
NYU 172 74 0.61 0.58 0.66 0.65 0.65 0.73 0.74
UM-1 86 14 0.76 0.71 0.64 0.63 0.66 0.56 0.77
UCLA-1 64 37 0.76 0.72 0.66 0.65 0.69 0.65 0.78
OHSU 25 12 0.92 0.90 0.64 0.64 0.57 0.56 0.73
MAX-MUN 46 19 0.77 0.71 0.68 0.67 0.46 0.48 0.67
LEUVEN-1 28 14 0.82 0.78 0.65 0.64 0.65 0.71 0.81
USM 67 43 0.78 0.73 0.64 0.63 0.77 0.69 0.85
SBL 26 12 0.76 0.71 0.66 0.65 0.56 0.62 0.66
SDSU 27 14 0.86 0.76 0.63 0.63 0.75 0.80 0.80
Mean 0.80 0.76 0.65 0.64 0.63 0.61 0.78
EMCABIDE II BNI 56 29 0.66 0.60
EMC 54 25 0.80 0.77
ETH 34 13 0.74 0.65
GU 106 51 0.64 0.59
IP 54 21 0.74 0.69
IU 34 20 0.75 0.67
KKI 34 56 0.79 0.70
NYU 77 48 0.66 0.61
OHSU 93 37 0.63 0.56
ONRC 49 24 0.80 0.75
SDSU 58 33 0.67 0.58
SU 54 21 0.70 0.64
TCD 39 21 0.76 0.74
UCD 31 18 0.77 0.72
UCLA 32 16 0.80 0.76
USM 33 17 0.70 0.64
Mean 0.72 0.66