Table 3.
Mean absolute error (MAE) values for age estimation on UTKFace [83], for fully visible faces (denoted by ), lower-half-visible faces (denoted by
) and upper-half-visible faces (denoted by
)
Method | Train faces | Test faces | MAE |
---|---|---|---|
ResNet-50+PyNADA [19] | ![]() |
![]() |
5.79 |
Teacher VGG-f | ![]() |
![]() |
5.63 |
Teacher VGG-face | ![]() |
![]() |
5.11 |
Teacher ResNet-50 | ![]() |
![]() |
5.27 |
Teacher VGG-f | ![]() |
![]() |
11.16 |
Teacher VGG-face | ![]() |
![]() |
13.08 |
Teacher ResNet-50 | ![]() |
![]() |
14.23 |
Teacher VGG-f | ![]() |
![]() |
9.60 |
Teacher VGG-face | ![]() |
![]() |
10.30 |
Teacher ResNet-50 | ![]() |
![]() |
11.92 |
VGG-f | ![]() |
![]() |
6.80 |
VGG-face | ![]() |
![]() |
6.15 |
ResNet-50 | ![]() |
![]() |
6.66 |
VGG-f | ![]() |
![]() |
6.36 |
VGG-face | ![]() |
![]() |
5.53 |
ResNet-50 | ![]() |
![]() |
6.44 |
VGG-f (standard T-S) |
![]() ![]() |
![]() |
6.34 |
VGG-face (standard T-S) |
![]() ![]() |
![]() |
5.40 |
ResNet-50 (standard T-S) |
![]() ![]() |
![]() |
6.35 |
VGG-f (triplet loss T-S) |
![]() ![]() |
![]() |
6.34 |
VGG-face (triplet loss T-S) |
![]() ![]() |
![]() |
5.42 |
ResNet-50 (triplet loss T-S) |
![]() ![]() |
![]() |
6.34 |
VGG-f (triplet loss + standard T-S) |
![]() ![]() |
![]() |
6.22 |
VGG-face (triplet loss + standard T-S) |
![]() ![]() |
![]() |
5.40 |
ResNet-50 (triplet loss + standard T-S) |
![]() ![]() |
![]() |
6.33 |
A state-of-the-art model [19] is included as reference