Correctness consistency

73.0% passed tests (27 passed / 10 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

0.76

0.37

danish-emotional-speech-1.1.1-emotion.test

0.79

0.67

emodb-1.2.0-emotion.categories.test.gold_standard

1.00

0.97

emovo-1.2.1-emotion.test

0.98

0.64

0.67

iemocap-2.3.0-emotion.categories.test.gold_standard

0.87

0.53

meld-1.3.1-emotion.categories.test.gold_standard

0.97

0.86

0.88

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

0.98

0.38

ravdess-1.1.2-emotion.speech.test

0.91

0.66

0.97

mean

0.91

0.63

0.80

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

0.95

danish-emotional-speech-1.1.1-emotion.test

0.88

emodb-1.2.0-emotion.categories.test.gold_standard

0.97

1.00

emovo-1.2.1-emotion.test

0.90

iemocap-2.3.0-emotion.categories.test.gold_standard

0.81

meld-1.3.1-emotion.categories.test.gold_standard

0.25

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

0.98

0.82

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

0.62

danish-emotional-speech-1.1.1-emotion.test

0.90

emodb-1.2.0-emotion.categories.test.gold_standard

0.93

emovo-1.2.1-emotion.test

0.87

iemocap-2.3.0-emotion.categories.test.gold_standard

0.88

meld-1.3.1-emotion.categories.test.gold_standard

0.67

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

1.00

ravdess-1.1.2-emotion.speech.test

0.88

mean

0.84

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_standard8.png
../../../_images/visualization_danish-emotional-speech-1.1.1-emotion.test8.png
../../../_images/visualization_emodb-1.2.0-emotion.categories.test.gold_standard8.png
../../../_images/visualization_emovo-1.2.1-emotion.test8.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard8.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard8.png
../../../_images/visualization_polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard8.png
../../../_images/visualization_ravdess-1.1.2-emotion.speech.test8.png