2.5D Facial Personality Prediction Based on Deep Learning

Table 1

Summary of the literatures on the accuracy of personality prediction.

References	N photo	Assessment	Trait	Highest accuracy (%)
[12, 13]	186	Self-report	Conscientiousness (M)	81.56
			Conscientiousness (F)	82.22
			Skepticism (M)	72.64
			Skepticism (F)	82.22
[14, 15]	66	Other report	Dominance	91.23
			Threatening	90
			Extraversion
[7]	244	Self-report	Openness, striving, and domination (F)	63
			Reliability, friendliness, and responsibility (M)	65
[16]	12,447	Self-report	Big Five (BF)	58
[17]	608	Self-report	Neuroticism	82.35
			Extraversion	84.31
			Rigorism	84.31
[18]	829	Other report	Neuroticism, openness, and extraversion	65
[19]	1856	Other report	Criminality	89.51
[15]	220	Other report	Warmth	76
			Reliability	81
[20]	480	Other report	Intelligence, maturity, sociality, dominance, warmth, and credibility	80
[19]	1856	Other report	Criminality	89.5
[21]	10,000	Other report	BF	89.11
[22]	10,000	Other report	BF	90.94

Note. The table reflects the prediction accuracies of existing studies on personality prediction with images of the whole face. N photo is the number of samples, assessment is the personality assessment method of the study, M is the result for images of males, and F is the result for images of females.