Table 3.
Performance of five different methods in ASD classification on the multisite ABIDE database. The number in bold indicates the best result achieved under a certain metric.
Task | Method | ACC (%) | SEN (%) | SPE (%) | BAC (%) | PPV (%) | NPV (%) |
---|---|---|---|---|---|---|---|
NYU →UM | Baseline | 54.87 | 49.23 | 62.5 | 55.87 | 64 | 47.62 |
TCA | 62.83 | 58.46 | 68.75 | 63.61 | 71.69 | 55.00 | |
JDA | 64.50 | 66.67 | 61.64 | 64.16 | 69.57 | 58.44 | |
DALSC | 64.60 | 56.92 | 75.00 | 65.96 | 75.51 | 56.25 | |
Ours | 70.80 | 72.31 | 68.75 | 70.53 | 75.81 | 64.71 | |
NYU →USM | Baseline | 67.21 | 78.26 | 60.53 | 69.39 | 54.55 | 82.14 |
TCA | 68.85 | 82.61 | 60.53 | 71.57 | 55.88 | 85.19 | |
JDA | 70.49 | 86.96 | 60.53 | 73.74 | 57.14 | 88.46 | |
DALSC | 72.13 | 73.91 | 71.05 | 72.48 | 60.71 | 81.81 | |
Ours | 75.41 | 91.30 | 65.79 | 78.55 | 61.76 | 92.59 | |
USM →UM | Baseline | 57.52 | 35.38 | 87.50 | 61.44 | 79.31 | 50.00 |
TCA | 58.41 | 38.46 | 85.42 | 61.94 | 78.13 | 50.62 | |
JDA | 61.06 | 61.54 | 60.42 | 60.98 | 67.80 | 53.70 | |
DALSC | 64.60 | 73.85 | 52.08 | 62.96 | 67.61 | 59.52 | |
Ours | 69.91 | 76.92 | 60.42 | 68.67 | 72.46 | 65.91 | |
USM →NYU | Baseline | 53.25 | 35.42 | 76.71 | 56.06 | 66.67 | 47.46 |
TCA | 57.39 | 40.63 | 79.45 | 60.04 | 72.22 | 50.43 | |
JDA | 60.36 | 64.58 | 54.79 | 59.69 | 65.26 | 54.05 | |
DALSC | 63.91 | 65.63 | 61.64 | 63.63 | 69.23 | 57.69 | |
Ours | 72.13 | 78.26 | 68.42 | 73.34 | 60.00 | 83.87 | |
UM →NYU | Baseline | 58.58 | 83.33 | 26.03 | 54.68 | 59.70 | 54.29 |
TCA | 61.54 | 82.29 | 34.25 | 58.27 | 62.20 | 59.50 | |
JDA | 63.31 | 82.29 | 38.35 | 60.32 | 63.71 | 62.22 | |
DALSC | 64.49 | 92.70 | 27.39 | 60.05 | 62.68 | 74.07 | |
Ours | 71.01 | 90.63 | 45.21 | 67.92 | 68.50 | 78.57 | |
UM →USM | Baseline | 54.09 | 78.26 | 39.47 | 58.87 | 43.90 | 75.00 |
TCA | 60.66 | 73.91 | 52.63 | 63.27 | 48.57 | 76.92 | |
JDA | 60.66 | 78.26 | 50.00 | 64.13 | 48.65 | 79.17 | |
DALSC | 57.38 | 73.91 | 47.37 | 60.64 | 45.95 | 75.00 | |
Ours | 68.85 | 82.61 | 60.53 | 71.57 | 55.88 | 85.19 |