Correctness consistency

48.6% passed tests (18 passed / 19 failed).

Samples In Expected High Range

Proportion of samples whose predictions fall into the expected value range of >= 0.55

Threshold: 0.75

Data

anger

fear

surprise

crema-d-1.2.0-emotion.categories.test.gold_standard

0.74

0.42

danish-emotional-speech-1.1.1-emotion.test

0.33

0.25

emodb-1.2.0-emotion.categories.test.gold_standard

1.00

1.00

emovo-1.2.1-emotion.test

0.86

0.46

0.46

iemocap-2.3.0-emotion.categories.test.gold_standard

0.73

0.41

meld-1.3.1-emotion.categories.test.gold_standard

0.89

0.68

0.81

polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard

0.92

0.32

ravdess-1.1.2-emotion.speech.test

0.88

0.59

1.00

mean

0.79

0.55

0.63

Samples In Expected Low Range

Proportion of samples whose predictions fall into the expected value range of <= 0.45

Threshold: 0.75

Data

boredom

sadness

crema-d-1.2.0-emotion.categories.test.gold_standard

0.87

danish-emotional-speech-1.1.1-emotion.test

1.00

emodb-1.2.0-emotion.categories.test.gold_standard

0.44

0.96

emovo-1.2.1-emotion.test

0.92

iemocap-2.3.0-emotion.categories.test.gold_standard

0.44

meld-1.3.1-emotion.categories.test.gold_standard

0.23

polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard

0.92

1.00

ravdess-1.1.2-emotion.speech.test

0.88

mean

0.68

0.79

Samples In Expected Neutral Range

Proportion of samples whose predictions fall into the expected value range of [0.3, 0.6]

Threshold: 0.75

Data

neutral

crema-d-1.2.0-emotion.categories.test.gold_standard

0.40

danish-emotional-speech-1.1.1-emotion.test

0.27

emodb-1.2.0-emotion.categories.test.gold_standard

1.00

emovo-1.2.1-emotion.test

0.68

iemocap-2.3.0-emotion.categories.test.gold_standard

0.86

meld-1.3.1-emotion.categories.test.gold_standard

0.73

polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard

0.78

ravdess-1.1.2-emotion.speech.test

0.50

mean

0.65

Visualization

Distribution of dimensional model predictions for samples with different categorical emotions. The expected range of model predictions is highlighted by the green brackground.

../../../_images/visualization_crema-d-1.2.0-emotion.categories.test.gold_standard.png
../../../_images/visualization_danish-emotional-speech-1.1.1-emotion.test.png
../../../_images/visualization_emodb-1.2.0-emotion.categories.test.gold_standard.png
../../../_images/visualization_emovo-1.2.1-emotion.test.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard.png
../../../_images/visualization_polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard.png
../../../_images/visualization_ravdess-1.1.2-emotion.speech.test.png