Correctness consistency

62.2% passed tests (23 passed / 14 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

0.79

0.39

danish-emotional-speech-1.1.1-emotion.test

0.40

0.37

emodb-1.2.0-emotion.categories.test.gold_standard

1.00

0.82

emovo-1.2.1-emotion.test

0.92

0.44

0.57

iemocap-2.3.0-emotion.categories.test.gold_standard

0.84

0.71

meld-1.3.1-emotion.categories.test.gold_standard

0.96

0.90

0.86

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

0.92

0.40

ravdess-1.1.2-emotion.speech.test

0.91

0.56

1.00

mean

0.84

0.60

0.70

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

0.90

danish-emotional-speech-1.1.1-emotion.test

1.00

emodb-1.2.0-emotion.categories.test.gold_standard

0.94

1.00

emovo-1.2.1-emotion.test

0.94

iemocap-2.3.0-emotion.categories.test.gold_standard

0.84

meld-1.3.1-emotion.categories.test.gold_standard

0.29

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

1.00

1.00

ravdess-1.1.2-emotion.speech.test

0.81

mean

0.97

0.85

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

0.49

danish-emotional-speech-1.1.1-emotion.test

0.13

emodb-1.2.0-emotion.categories.test.gold_standard

0.74

emovo-1.2.1-emotion.test

0.82

iemocap-2.3.0-emotion.categories.test.gold_standard

0.83

meld-1.3.1-emotion.categories.test.gold_standard

0.54

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

0.88

ravdess-1.1.2-emotion.speech.test

0.62

mean

0.63

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_standard7.png
../../../_images/visualization_danish-emotional-speech-1.1.1-emotion.test7.png
../../../_images/visualization_emodb-1.2.0-emotion.categories.test.gold_standard7.png
../../../_images/visualization_emovo-1.2.1-emotion.test7.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard7.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard7.png
../../../_images/visualization_polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard7.png
../../../_images/visualization_ravdess-1.1.2-emotion.speech.test7.png