Robustness low quality phone

Overall scores

w2v2-b

w2v2-L

w2v2-L-robust

w2v2-L-xls-r

w2v2-L-vox

Overall Score

0.0% passed tests (0 passed / 4 failed).

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

50.0% passed tests (2 passed / 2 failed).

75.0% passed tests (3 passed / 1 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

-0.10

-0.02

-0.06

-0.04

-0.02

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

-0.24

-0.05

-0.05

-0.04

-0.04

mean

-0.17

-0.04

-0.06

-0.04

-0.03

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

0.42

0.64

0.53

0.56

0.53

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

0.29

0.53

0.70

0.40

0.51

mean

0.35

0.58

0.61

0.48

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_standard97.png
../../../_images/visualization_iemocap-2.3.0-emotion.dimensions.test.gold_standard112.png
../../../_images/visualization_iemocap-2.3.0-emotion.dimensions.test.gold_standard113.png
../../../_images/visualization_iemocap-2.3.0-emotion.dimensions.test.gold_standard114.png
../../../_images/visualization_iemocap-2.3.0-emotion.dimensions.test.gold_standard115.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard149.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard172.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard173.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard174.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard175.png