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).

50.0% passed tests (1 passed / 1 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

0.77

0.89

0.78

0.86

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

0.59

0.77

0.81

0.65

mean

0.68

0.83

0.80

0.76

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-boundary4.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-boundary8.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-boundary9.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-boundary10.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile4.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile8.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile9.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile10.png