TABLE 4.
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 |