Robustness recording condition

Overall scores

w2v2-L

hubert-L

wavlm

data2vec

Overall Score

0.0% passed tests (0 passed / 2 failed).

50.0% passed tests (1 passed / 1 failed).

0.0% passed tests (0 passed / 2 failed).

50.0% passed tests (1 passed / 1 failed).

Percentage Unchanged Predictions Recording Condition

Threshold: 0.8

Data

Percentage Unchanged Predictions Recording Condition

w2v2-L

hubert-L

wavlm

data2vec

imda-nsc-read-speech-balanced-2.6.0-headset-boundary

0.79

0.88

0.80

0.85

imda-nsc-read-speech-balanced-2.6.0-headset-mobile

0.58

0.72

0.65

0.62

mean

0.69

0.80

0.73

0.73

Visualization

Difference of predictions for baseline recording condition audio and different recording condition 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-L

hubert-L

wavlm

data2vec

../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-boundary15.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-boundary19.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-boundary20.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-boundary21.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile15.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile19.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile20.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile21.png