Predicting the Sixteen Personality Factors (16PF) of an individual by analyzing facial features

Gavrilescu, Mihai; Vizireanu, Nicolae

doi:10.1186/s13640-017-0211-4

EURASIP Journal on Image and Video Processing

Table 1 AUs’ classification rates for different cross-database tests

From: Predicting the Sixteen Personality Factors (16PF) of an individual by analyzing facial features

Training database	MMI [67]	MMI [67]	CK+ [44]	CK+ [44]	JAFFE [45]	JAFFE [45]
Test database	CK+ [44]	JAFFE [45]	MMI [67]	JAFFE [45]	MMI [67]	CK+ [44]
AU1 (classification rate) [%]	94.31 ± 0.54	90.23 ± 0.61	91.01 ± 0.51	90.51 ± 0.81	90.31 ± 0.95	90.71 ± 1.05
AU2 (classification rate) [%]	95.41 ± 0.41	91.24 ± 0.62	93.23 ± 0.42	92.43 ± 0.62	93.22 ± 0.43	92.13 ± 0.51
AU4 (classification rate) [%]	96.40 ± 0.64	91.32 ± 0.83	95.02 ± 0.63	92.33 ± 0.83	92.23 ± 0.75	91.43 ± 0.62
AU5 (classification rate) [%]	97.41 ± 0.33	92.34 ± 0.44	91.33 ± 0.44	92.14 ± 0.45	91.44 ± 0.52	91.52 ± 0.75
AU6 (classification rate) [%]	93.62 ± 0.32	91.46 ± 0.45	92.43 ± 0.21	91.34 ± 0.58	92.21 ± 0.65	91.11 ± 0.74
AU7 (classification rate) [%]	94.42 ± 0.42	94.27 ± 0.46	92.04 ± 0.34	91.13 ± 0.33	91.11 ± 0.45	92.14 ± 0.55
AU10 (classification rate) [%]	93.11 ± 0.41	91.21 ± 0.34	91.54 ± 0.32	91.31 ± 0.25	91.52 ± 0.42	91.24 ± 0.54
AU11 (classification rate) [%]	95.23 ± 0.32	92.12 ± 0.63	91.13 ± 0.35	93.21 ± 0.35	92.11 ± 0.48	91.12 ± 0.65
AU12 (classification rate) [%]	93.21 ± 0.24	92.12 ± 0.52	91.22 ± 0.38	93.20 ± 0.38	90.11 ± 0.44	90.41 ± 0.55
AU14 (classification rate) [%]	94.24 ± 0.25	91.23 ± 0.31	91.33 ± 0.41	92.22 ± 0.35	94.53 ± 0.45	93.23 ± 0.56
AU15 (classification rate) [%]	94.34 ± 0.26	92.35 ± 0.42	91.15 ± 0.47	92.20 ± 0.57	91.44 ± 0.73	93.25 ± 0.83
AU16 (classification rate) [%]	94.23 ± 0.47	92.22 ± 0.63	93.22 ± 0.48	94.32 ± 0.67	92.22 ± 0.76	94.32 ± 0.82
AU17 (classification rate) [%]	95.12 ± 0.33	91.23 ± 0.51	94.12 ± 0.51	90.53 ± 0.71	91.34 ± 0.6	92.01 ± 0.75
AU18 (classification rate) [%]	93.21 ± 0.26	91.53 ± 0.52	92.41 ± 0.44	91.34 ± 0.52	93.27 ± 0.56	92.22 ± 0.65
AU20 (classification rate) [%]	94.44 ± 0.23	93.35 ± 0.54	92.25 ± 0.44	92.53 ± 0.44	92.58 ± 0.55	92.11 ± 0.61
AU22 (classification rate) [%]	95.32 ± 0.32	94.12 ± 0.62	94.43 ± 0.58	94 ± 0.78	92.26 ± 0.95	90.65 ± 0.85
AU23 (classification rate) [%]	97.31 ± 0.41	93.23 ± 0.41	92.32 ± 0.42	92.34 ± 0.76	92.54 ± 0.75	92.43 ± 0.82
AU24 (classification rate) [%]	94.14 ± 0.33	92.15 ± 0.52	91.33 ± 0.42	91.44 ± 0.64	90.95 ± 0.65	90.53 ± 0.73
AU25 (classification rate) [%]	93.33 ± 0.45	91.32 ± 0.51	91.75 ± 0.44	92.11 ± 0.74	92.01 ± 0.75	91.32 ± 0.82
AU28 (classification rate) [%]	95.32 ± 0.36	93.23 ± 0.45	93.44 ± 0.35	92.12 ± 0.78	91.22 ± 0.85	91.41 ± 0.83
AU33 (classification rate) [%]	94.24 ± 0.22	92.15 ± 0.57	92.32 ± 0.47	92.33 ± 0.75	93.14 ± 0.82	92.13 ± 0.84
AU34 (classification rate) [%]	94.22 ± 0.41	92.23 ± 0.55	92.31 ± 0.45	93.31 ± 0.65	91.23 ± 0.73	91.45 ± 0.78
AU35 (classification rate) [%]	95.41 ± 0.34	95.24 ± 0.43	93.42 ± 0.34	95.51 ± 0.65	92.45 ± 0.72	93.22 ± 0.75
AU43 (classification rate) [%]	96.24 ± 0.21	93.25 ± 0.62	92.35 ± 0.52	91.33 ± 0.85	92.46 ± 0.83	95.45 ± 0.9
AU45 (classification rate) [%]	95.35 ± 0.41	93.21 ± 0.81	92.58 ± 0.58	91.21 ± 0.95	95.01 ± 0.92	94.21 ± 0.72

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