Correctness consistency

59.6% passed tests (28 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

happiness

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

0.10

danish-emotional-speech-1.1.1-emotion.test

0.04

emodb-1.2.0-emotion.categories.test.gold_standard

0.19

emovo-1.2.1-emotion.test

0.05

iemocap-2.3.0-emotion.categories.test.gold_standard

0.40

meld-1.3.1-emotion.categories.test.gold_standard

0.68

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

0.42

ravdess-1.1.2-emotion.speech.test

0.00

mean

0.23

Samples In Expected Low Range

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

Threshold: 0.75

Data

anger

disgust

fear

frustration

sadness

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

0.99

1.00

0.99

1.00

danish-emotional-speech-1.1.1-emotion.test

0.98

0.98

emodb-1.2.0-emotion.categories.test.gold_standard

1.00

0.96

0.88

1.00

emovo-1.2.1-emotion.test

1.00

0.94

0.95

1.00

iemocap-2.3.0-emotion.categories.test.gold_standard

0.72

0.65

0.58

0.86

meld-1.3.1-emotion.categories.test.gold_standard

0.37

0.22

0.18

0.35

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

0.85

0.55

0.55

ravdess-1.1.2-emotion.speech.test

1.00

1.00

0.97

1.00

mean

0.86

0.82

0.74

0.58

0.84

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

boredom

neutral

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

0.78

danish-emotional-speech-1.1.1-emotion.test

0.81

emodb-1.2.0-emotion.categories.test.gold_standard

1.00

1.00

emovo-1.2.1-emotion.test

0.92

iemocap-2.3.0-emotion.categories.test.gold_standard

0.87

meld-1.3.1-emotion.categories.test.gold_standard

0.72

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

1.00

1.00

ravdess-1.1.2-emotion.speech.test

0.69

mean

1.00

0.85

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_standard70.png
../../../_images/visualization_danish-emotional-speech-1.1.1-emotion.test48.png
../../../_images/visualization_emodb-1.2.0-emotion.categories.test.gold_standard48.png
../../../_images/visualization_emovo-1.2.1-emotion.test70.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard70.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard92.png
../../../_images/visualization_polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard48.png
../../../_images/visualization_ravdess-1.1.2-emotion.speech.test48.png