From: Articulation constrained learning with application to speech emotion recognition
Vowel | SVM | ACO | ACL | Best target | Best group | BCUAR |
---|---|---|---|---|---|---|
Arousal | ||||||
/AA/ | 95.26 | 95.12 | 93.46 | 93.84 (JAW, VEL, Y) | 93.51 (JAW) | 54.51 |
/AE/ | 91.09 | 91.47 | 91.88 | 91.74 (LIP, POS, X) | 92.01 (LIP) | 53.16 |
/IY/ | 95.34 | 95.59 | 95.74 | 95.57 (JAW, POS, X) | 95.80 (JAW) | 53.35 |
/UW/ | 94.49 | 93.64 | 93.85 | 93.64 (TNG, ACC, X) | 94.41 (LIP) | 57.75 |
FULL | 99.51 | 99.51 | 99.13 | 99.64 (LIP, POS, X) | 99.25 (TNG) | 52.88 |
Valence | ||||||
/AA/ | 78.38 | 77.89 | 79.46* | 79.38 (JAW, ACC, Y) | 79.34 (LIP) | 53.17 |
/AE/ | 76.75 | 78.40 | 78.34 | 78.26 (TNG, VEL, X) | 78.20 (JAW) | 52.47 |
/IY/ | 70.14 | 69.45 | 73.04* | 73.90 (LIP, VEL, Y) | 73.01 (LIP) | 54.02 |
/UW/ | 76.25 | 72.01 | 76.13* | 77.63 (JAW, ACC, X) | 76.30 (LIP) | 53.44 |
FULL | 92.85 | 92.79 | 95.11* | 95.33 (TNG, VEL, X) | 95.31 (TNG) | 52.68 |