Correctness consistency

67.6% passed tests (25 passed / 12 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

0.81

0.42

danish-emotional-speech-1.1.1-emotion.test

0.42

0.52

emodb-1.2.0-emotion.categories.test.gold_standard

1.00

0.91

emovo-1.2.1-emotion.test

0.94

0.56

0.69

iemocap-2.3.0-emotion.categories.test.gold_standard

0.87

0.76

meld-1.3.1-emotion.categories.test.gold_standard

0.96

0.92

0.86

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

0.92

0.42

ravdess-1.1.2-emotion.speech.test

0.94

0.62

1.00

mean

0.86

0.66

0.77

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

0.85

danish-emotional-speech-1.1.1-emotion.test

0.98

emodb-1.2.0-emotion.categories.test.gold_standard

0.89

1.00

emovo-1.2.1-emotion.test

0.87

iemocap-2.3.0-emotion.categories.test.gold_standard

0.83

meld-1.3.1-emotion.categories.test.gold_standard

0.20

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

0.95

1.00

ravdess-1.1.2-emotion.speech.test

0.78

mean

0.92

0.81

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

0.51

danish-emotional-speech-1.1.1-emotion.test

0.31

emodb-1.2.0-emotion.categories.test.gold_standard

0.96

emovo-1.2.1-emotion.test

0.86

iemocap-2.3.0-emotion.categories.test.gold_standard

0.83

meld-1.3.1-emotion.categories.test.gold_standard

0.51

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

0.90

ravdess-1.1.2-emotion.speech.test

0.56

mean

0.68

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_standard4.png
../../../_images/visualization_danish-emotional-speech-1.1.1-emotion.test4.png
../../../_images/visualization_emodb-1.2.0-emotion.categories.test.gold_standard4.png
../../../_images/visualization_emovo-1.2.1-emotion.test4.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard4.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard4.png
../../../_images/visualization_polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard4.png
../../../_images/visualization_ravdess-1.1.2-emotion.speech.test4.png