Table 3.

Accuracy (%) and F1 Score of ASD vs. controls classification on Caltech and WVU ADOS video datasets.

Swapping ratio	0		0.3		0.5		0.7		1.0
	Accu.	F1	Accu.	F1	Accu.	F1	Accu.	F1	Accu.	F1
Scenario 5	94.82	0.94	94.81	0.94	94.82	0.95	94.21	0.94	94.82	0.94
Scenario 6	89.82	0.89	89.82	0.89	88.57	0.87	89.82	0.89	89.82	0.89
Scenario 7	91.07	0.90	89.82	0.89	89.82	0.89	91.25	0.90	89.82	0.89
Scenario 11	94.58	0.94	94.58	0.94	93.33	0.93	94.58	0.94	93.33	0.93
Scenario 12	93.57	0.93	93.57	0.93	96.07	0.96	92.32	0.92	92.32	0.92
Scenario 13	94.46	0.94	94.46	0.94	94.46	0.94	94.46	0.94	94.46	0.94
Scenario 14	89.17	0.90	89.17	0.90	90.42	0.91	90.42	0.91	90.42	0.91
Top 3	96.07	0.96	96.07	0.96	94.82	0.95	97.32	0.97	94.82	0.94
Top 5	94.82	0.95	96.07	0.96	94.82	0.94	96.07	0.96	94.82	0.94
All	94.82	0.95	94.82	0.95	93.57	0.93	94.82	0.95	93.57	0.93

“Top3” and “Top5” indicate the scenario-level fusion based on the top three and five best-performing scenarios, respectively. “Top3” includes scenario 5 (work/school), 11 (daily living), and 13 (loneliness), and “Top5” additionally includes scenario 7 (emotions) and scenario 12 (relationships). The best results are highlighted by bold.