Robustness low quality phone

Overall scores

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

Overall Score

75.0% passed tests (3 passed / 1 failed).

25.0% passed tests (1 passed / 3 failed).

100.0% passed tests (4 passed / 0 failed).

25.0% passed tests (1 passed / 3 failed).

100.0% passed tests (4 passed / 0 failed).

Change Ccc Low Quality Phone

Threshold: -0.05

Data

Change CCC Low Quality Phone

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

-0.06

-0.06

-0.03

-0.06

-0.03

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

-0.03

-0.03

0.01

-0.04

-0.04

mean

-0.04

-0.04

-0.01

-0.05

-0.04

Percentage Unchanged Predictions Low Quality Phone

Threshold: 0.5

Data

Percentage Unchanged Predictions Low Quality Phone

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

iemocap-2.3.0-emotion.dimensions.test.gold_standard

0.52

0.39

0.74

0.35

0.52

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

0.51

0.39

0.63

0.38

0.52

mean

0.52

0.39

0.69

0.36

0.52

Visualization

Difference of predictions for original audio and low quality phone audio. 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_iemocap-2.3.0-emotion.dimensions.test.gold_standard53.png
../../../_images/visualization_iemocap-2.3.0-emotion.dimensions.test.gold_standard68.png
../../../_images/visualization_iemocap-2.3.0-emotion.dimensions.test.gold_standard69.png
../../../_images/visualization_iemocap-2.3.0-emotion.dimensions.test.gold_standard70.png
../../../_images/visualization_iemocap-2.3.0-emotion.dimensions.test.gold_standard71.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard83.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard106.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard107.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard108.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard109.png