Table 2 Experimental results of the ablation study of the first impression dataset on visual modalities.

From: A DLF multi-scale quantitative research method for the big five personality traits

 

E

A

C

N

O

Avg

R²

MAE

DWTC

0.8912

± 0.0052

0.8891

± 0.0043

0.8942

± 0.0045

0.8916

± 0.0049

0.8991

± 0.0045

0.8917

± 0.0045

0.8831

± 0.0042

0.1654

± 0.0021

LMSA

0.8772

± 0.0032

0.8814

± 0.0032

0.8958

± 0.0035

0.8867

± 0.0038

0.8816

± 0.0045

0.8845

± 0.0038

0.8921

± 0.0045

0.1651

± 0.0037

SWINT + LMSA

0.8881

± 0.0034

0.8856

± 0.0045

0.8986

± 0.0048

0.909

± 0.0032

0.8883

± 0.0048

0.8945

± 0.0039

0.8931

± 0.0039

0.1671

± 0.0015

DWTC + LMSA

0.9017

± 0.0032

0.9092

± 0.0024

0.9138

± 0.0041

0.908

± 0.0041

0.9011

± 0.0045

0.9069

± 0.0040

0.9021

± 0.0042

0.1604

± 0.0031

  1. bold values indicate the best effect.