Robustness background noise

Overall scores

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

Overall Score

50.0% passed tests (12 passed / 12 failed).

50.0% passed tests (12 passed / 12 failed).

75.0% passed tests (18 passed / 6 failed).

45.8% passed tests (11 passed / 13 failed).

54.2% passed tests (13 passed / 11 failed).

Change Ccc Babble Noise

Threshold: -0.05

Data

Change CCC Babble Noise

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

-0.01

-0.00

-0.01

-0.00

-0.01

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

0.00

-0.01

0.00

-0.02

-0.00

mean

-0.01

-0.01

-0.01

-0.01

-0.01

Change Ccc Coughing

Threshold: -0.05

Data

Change CCC Coughing

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

-0.01

-0.01

-0.02

-0.02

-0.01

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

-0.04

-0.06

-0.03

-0.06

-0.04

mean

-0.03

-0.03

-0.03

-0.04

-0.03

Change Ccc Environmental Noise

Threshold: -0.05

Data

Change CCC Environmental Noise

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

-0.02

-0.01

-0.01

-0.01

-0.02

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

-0.01

-0.01

0.01

-0.01

-0.01

mean

-0.01

-0.01

0.00

-0.01

-0.01

Change Ccc Music

Threshold: -0.05

Data

Change CCC Music

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

-0.02

-0.01

-0.01

-0.01

-0.01

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

-0.00

0.00

0.01

-0.00

-0.00

mean

-0.01

-0.01

0.00

-0.01

-0.01

Change Ccc Sneezing

Threshold: -0.05

Data

Change CCC Sneezing

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

-0.01

-0.02

-0.04

-0.02

-0.01

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

-0.03

-0.08

-0.04

-0.05

-0.04

mean

-0.02

-0.05

-0.04

-0.04

-0.03

Change Ccc White Noise

Threshold: -0.05

Data

Change CCC White Noise

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

-0.07

-0.09

-0.03

-0.08

-0.10

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

-0.08

-0.09

-0.00

-0.08

-0.09

mean

-0.08

-0.09

-0.01

-0.08

-0.10

Percentage Unchanged Predictions Babble Noise

Threshold: 0.9

Data

Percentage Unchanged Predictions Babble Noise

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

0.92

0.97

0.96

0.98

0.95

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

0.94

0.95

0.97

0.95

0.95

mean

0.93

0.96

0.96

0.96

0.95

Percentage Unchanged Predictions Coughing

Threshold: 0.9

Data

Percentage Unchanged Predictions Coughing

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

0.71

0.77

0.83

0.76

0.79

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

0.77

0.81

0.91

0.82

0.81

mean

0.74

0.79

0.87

0.79

0.80

Percentage Unchanged Predictions Environmental Noise

Threshold: 0.9

Data

Percentage Unchanged Predictions Environmental Noise

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

0.81

0.86

0.93

0.81

0.81

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

0.81

0.83

0.90

0.87

0.88

mean

0.81

0.84

0.92

0.84

0.84

Percentage Unchanged Predictions Music

Threshold: 0.9

Data

Percentage Unchanged Predictions Music

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

0.87

0.94

0.96

0.90

0.89

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

0.86

0.91

0.95

0.93

0.94

mean

0.86

0.93

0.95

0.92

0.92

Percentage Unchanged Predictions Sneezing

Threshold: 0.9

Data

Percentage Unchanged Predictions Sneezing

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

0.70

0.69

0.76

0.79

0.75

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

0.79

0.75

0.90

0.88

0.84

mean

0.74

0.72

0.83

0.83

0.79

Percentage Unchanged Predictions White Noise

Threshold: 0.9

Data

Percentage Unchanged Predictions White Noise

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

0.26

0.14

0.70

0.16

0.10

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

0.23

0.12

0.43

0.23

0.28

mean

0.24

0.13

0.56

0.20

0.19

Visualization Babble Noise

Difference of predictions for clean audio and audio with added babble noise. The allowed prediction difference \(\delta < 0.05\) is highlighted in green in the upper plot. The lower plot shows the distributions of the two predictions.

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

../../../_images/visualization-babble-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard12.png
../../../_images/visualization-babble-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard15.png
../../../_images/visualization-babble-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard16.png
../../../_images/visualization-babble-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard17.png
../../../_images/visualization-babble-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard18.png
../../../_images/visualization-babble-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard12.png
../../../_images/visualization-babble-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard15.png
../../../_images/visualization-babble-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard16.png
../../../_images/visualization-babble-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard17.png
../../../_images/visualization-babble-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard18.png
../../../_images/visualization-coughing_iemocap-2.3.0-emotion.dimensions.test.gold_standard12.png
../../../_images/visualization-coughing_iemocap-2.3.0-emotion.dimensions.test.gold_standard15.png
../../../_images/visualization-coughing_iemocap-2.3.0-emotion.dimensions.test.gold_standard16.png
../../../_images/visualization-coughing_iemocap-2.3.0-emotion.dimensions.test.gold_standard17.png
../../../_images/visualization-coughing_iemocap-2.3.0-emotion.dimensions.test.gold_standard18.png
../../../_images/visualization-coughing_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard12.png
../../../_images/visualization-coughing_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard15.png
../../../_images/visualization-coughing_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard16.png
../../../_images/visualization-coughing_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard17.png
../../../_images/visualization-coughing_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard18.png
../../../_images/visualization-environmental-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard12.png
../../../_images/visualization-environmental-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard15.png
../../../_images/visualization-environmental-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard16.png
../../../_images/visualization-environmental-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard17.png
../../../_images/visualization-environmental-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard18.png
../../../_images/visualization-environmental-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard12.png
../../../_images/visualization-environmental-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard15.png
../../../_images/visualization-environmental-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard16.png
../../../_images/visualization-environmental-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard17.png
../../../_images/visualization-environmental-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard18.png
../../../_images/visualization-music_iemocap-2.3.0-emotion.dimensions.test.gold_standard12.png
../../../_images/visualization-music_iemocap-2.3.0-emotion.dimensions.test.gold_standard15.png
../../../_images/visualization-music_iemocap-2.3.0-emotion.dimensions.test.gold_standard16.png
../../../_images/visualization-music_iemocap-2.3.0-emotion.dimensions.test.gold_standard17.png
../../../_images/visualization-music_iemocap-2.3.0-emotion.dimensions.test.gold_standard18.png
../../../_images/visualization-music_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard12.png
../../../_images/visualization-music_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard15.png
../../../_images/visualization-music_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard16.png
../../../_images/visualization-music_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard17.png
../../../_images/visualization-music_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard18.png
../../../_images/visualization-sneezing_iemocap-2.3.0-emotion.dimensions.test.gold_standard12.png
../../../_images/visualization-sneezing_iemocap-2.3.0-emotion.dimensions.test.gold_standard15.png
../../../_images/visualization-sneezing_iemocap-2.3.0-emotion.dimensions.test.gold_standard16.png
../../../_images/visualization-sneezing_iemocap-2.3.0-emotion.dimensions.test.gold_standard17.png
../../../_images/visualization-sneezing_iemocap-2.3.0-emotion.dimensions.test.gold_standard18.png
../../../_images/visualization-sneezing_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard12.png
../../../_images/visualization-sneezing_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard15.png
../../../_images/visualization-sneezing_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard16.png
../../../_images/visualization-sneezing_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard17.png
../../../_images/visualization-sneezing_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard18.png
../../../_images/visualization-white-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard12.png
../../../_images/visualization-white-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard15.png
../../../_images/visualization-white-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard16.png
../../../_images/visualization-white-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard17.png
../../../_images/visualization-white-noise_iemocap-2.3.0-emotion.dimensions.test.gold_standard18.png
../../../_images/visualization-white-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard12.png
../../../_images/visualization-white-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard15.png
../../../_images/visualization-white-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard16.png
../../../_images/visualization-white-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard17.png
../../../_images/visualization-white-noise_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard18.png