Table 7.
Measurement | # | Significant Features |
---|---|---|
Facial AUs | 36 | Range and maximum duration of: |
- decrease and increase of All 6 AUs | ||
- increase velocity of AU1 | ||
Range and minimum duration of: | ||
- decrease velocity of AU2 | ||
- decrease velocity of AU3 | ||
Rate of steady AU0 state | ||
Range duration of: | ||
- increase velocity of AU2 and AU5 | ||
- decrease velocity of AU5 | ||
Minimum duration of: | ||
- decrease velocity of AU1 | ||
- increase velocity of AU4 | ||
Maximum duration of: | ||
- increase velocity of AU5 | ||
- continuous movement of AU3 | ||
Head Pose | 17 | Rate and average duration of: |
- fast yaw, roll and pitch movements | ||
- continuous yaw, roll and pitch movements | ||
Maximum duration of fast roll movement | ||
Range and maximum duration of anticlockwise roll | ||
Average and maximum duration of left yaw | ||
Eye Activity | 12 | Range and maximum duration of |
- open left, right and both eyes | ||
Maximum duration of | ||
- small and large pupil size for left and right eyes | ||
SCL | 11 | Duration rate of increased changes of SCL |
Maximum duration of high SCL | ||
Range and minimum duration of low SCL | ||
Average count of the occurrence of: | ||
- increase changes of SCL | ||
- steady state and continuous change of SCL | ||
Temperature | 22 | Range and std of temperature |
Maximum duration of high temperature | ||
Average, std and var of temperature velocity changes | ||
std and var of temperature acceleration changes | ||
Average, range, minimum and maximum duration of | ||
low temperature | ||
Rate of steady state and continuous change of temperature | ||
Rate of increase change of temperature | ||
Average duration of decrease change of temperature | ||
Average count of occurrence of: | ||
- increase change of temperature | ||
- steady state and continuous change of temperature | ||
Total Features | 98 |
#: number of total selected features based on the ANOVA group test, std: standard deviation, var: variance, For AUs’ illustration, see Figure 3.