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).

100.0% passed tests (2 passed / 0 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

0.71

0.86

0.83

0.88

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

0.57

0.76

0.80

0.82

mean

0.64

0.81

0.81

0.85

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-boundary37.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-boundary41.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-boundary42.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-boundary43.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile37.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile41.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile42.png
../../../_images/visualization_imda-nsc-read-speech-balanced-2.6.0-headset-mobile43.png