Correctness consistency

68.1% passed tests (32 passed / 15 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

0.18

danish-emotional-speech-1.1.1-emotion.test

0.12

emodb-1.2.0-emotion.categories.test.gold_standard

0.04

emovo-1.2.1-emotion.test

0.01

iemocap-2.3.0-emotion.categories.test.gold_standard

0.44

meld-1.3.1-emotion.categories.test.gold_standard

0.58

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

0.18

ravdess-1.1.2-emotion.speech.test

0.00

mean

0.19

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

0.95

0.92

0.96

0.93

danish-emotional-speech-1.1.1-emotion.test

0.94

1.00

emodb-1.2.0-emotion.categories.test.gold_standard

1.00

0.92

0.91

1.00

emovo-1.2.1-emotion.test

1.00

0.88

0.98

0.95

iemocap-2.3.0-emotion.categories.test.gold_standard

0.79

0.59

0.68

0.85

meld-1.3.1-emotion.categories.test.gold_standard

0.49

0.42

0.30

0.50

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

0.92

0.92

0.92

ravdess-1.1.2-emotion.speech.test

1.00

1.00

1.00

1.00

mean

0.89

0.83

0.81

0.68

0.89

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

0.87

danish-emotional-speech-1.1.1-emotion.test

0.85

emodb-1.2.0-emotion.categories.test.gold_standard

1.00

1.00

emovo-1.2.1-emotion.test

0.86

iemocap-2.3.0-emotion.categories.test.gold_standard

0.93

meld-1.3.1-emotion.categories.test.gold_standard

0.78

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

1.00

1.00

ravdess-1.1.2-emotion.speech.test

0.44

mean

1.00

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_standard73.png
../../../_images/visualization_danish-emotional-speech-1.1.1-emotion.test51.png
../../../_images/visualization_emodb-1.2.0-emotion.categories.test.gold_standard51.png
../../../_images/visualization_emovo-1.2.1-emotion.test73.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard73.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard95.png
../../../_images/visualization_polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard51.png
../../../_images/visualization_ravdess-1.1.2-emotion.speech.test51.png