Correctness consistency

40.4% passed tests (19 passed / 28 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

0.29

emodb-1.2.0-emotion.categories.test.gold_standard

0.00

emovo-1.2.1-emotion.test

0.12

iemocap-2.3.0-emotion.categories.test.gold_standard

0.37

meld-1.3.1-emotion.categories.test.gold_standard

0.52

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

0.02

ravdess-1.1.2-emotion.speech.test

0.00

mean

0.18

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

0.84

0.66

0.63

0.56

danish-emotional-speech-1.1.1-emotion.test

0.83

0.81

emodb-1.2.0-emotion.categories.test.gold_standard

0.98

0.54

0.85

0.70

emovo-1.2.1-emotion.test

0.93

0.65

0.61

0.60

iemocap-2.3.0-emotion.categories.test.gold_standard

0.75

0.65

0.56

0.54

meld-1.3.1-emotion.categories.test.gold_standard

0.52

0.45

0.30

0.44

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

0.92

0.62

0.10

ravdess-1.1.2-emotion.speech.test

0.97

0.91

0.91

0.75

mean

0.84

0.64

0.65

0.56

0.56

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

0.97

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

0.90

iemocap-2.3.0-emotion.categories.test.gold_standard

0.93

meld-1.3.1-emotion.categories.test.gold_standard

0.70

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

0.90

0.92

ravdess-1.1.2-emotion.speech.test

1.00

mean

0.94

0.92

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_standard66.png
../../../_images/visualization_danish-emotional-speech-1.1.1-emotion.test44.png
../../../_images/visualization_emodb-1.2.0-emotion.categories.test.gold_standard44.png
../../../_images/visualization_emovo-1.2.1-emotion.test66.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard66.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard88.png
../../../_images/visualization_polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard44.png
../../../_images/visualization_ravdess-1.1.2-emotion.speech.test44.png