2.5D Facial Personality Prediction Based on Deep Learning

Table 7

Prediction performance comparison.

Trait	Traditional BP (%)			MobileNetV2 (%)			ResNeSt50 (%)			S-NNPP (%)
	TPR	FPR	F1	TPR	FPR	F1	TPR	FPR	F1	TPR	FPR	F1
Neuroticism	80.00	3.28	87.55	85.93	3.03	90.98	87.41	1.52	92.55	92.91	1.43	96.55
Extraversion	72.48	6.78	81.51	75.52	6.45	83.40	76.51	1.69	86.04	84.44	1.52	91.84
Openness	47.24	40.00	49.38	49.59	38.36	50.63	54.14	32.84	57.83	58.54	30.56	62.25
Agreeableness	44.59	45.45	50.54	55.12	35.71	56.68	55.81	34.78	57.83	60.50	32.43	63.25
Conscientiousness	41.29	50.00	46.55	54.42	33.33	59.93	58.39	30.77	62.26	60.69	26.23	65.42