Correctness consistency

46.8% passed tests (22 passed / 25 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

0.15

danish-emotional-speech-1.1.1-emotion.test

0.54

emodb-1.2.0-emotion.categories.test.gold_standard

0.15

emovo-1.2.1-emotion.test

0.11

iemocap-2.3.0-emotion.categories.test.gold_standard

0.52

meld-1.3.1-emotion.categories.test.gold_standard

0.65

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

0.52

ravdess-1.1.2-emotion.speech.test

0.00

mean

0.33

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

0.93

0.88

0.89

0.93

danish-emotional-speech-1.1.1-emotion.test

0.50

0.75

emodb-1.2.0-emotion.categories.test.gold_standard

0.84

0.69

0.64

1.00

emovo-1.2.1-emotion.test

0.85

0.55

0.62

0.74

iemocap-2.3.0-emotion.categories.test.gold_standard

0.70

0.65

0.58

0.79

meld-1.3.1-emotion.categories.test.gold_standard

0.42

0.30

0.26

0.41

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

0.68

0.45

0.82

ravdess-1.1.2-emotion.speech.test

1.00

1.00

0.94

0.97

mean

0.74

0.68

0.64

0.58

0.80

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

0.88

danish-emotional-speech-1.1.1-emotion.test

0.96

emodb-1.2.0-emotion.categories.test.gold_standard

0.97

0.96

emovo-1.2.1-emotion.test

0.96

iemocap-2.3.0-emotion.categories.test.gold_standard

0.86

meld-1.3.1-emotion.categories.test.gold_standard

0.62

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

1.00

0.95

ravdess-1.1.2-emotion.speech.test

1.00

mean

0.98

0.90

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_standard67.png
../../../_images/visualization_danish-emotional-speech-1.1.1-emotion.test45.png
../../../_images/visualization_emodb-1.2.0-emotion.categories.test.gold_standard45.png
../../../_images/visualization_emovo-1.2.1-emotion.test67.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard67.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard89.png
../../../_images/visualization_polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard45.png
../../../_images/visualization_ravdess-1.1.2-emotion.speech.test45.png