Robustness low quality phone

Overall scores

w2v2-b-cat

w2v2-L-cat

w2v2-L-robust-cat

w2v2-L-vox-cat

w2v2-L-xls-r-cat

Overall Score

100.0% passed tests (10 passed / 0 failed).

90.0% passed tests (9 passed / 1 failed).

80.0% passed tests (8 passed / 2 failed).

90.0% passed tests (9 passed / 1 failed).

100.0% passed tests (10 passed / 0 failed).

Change Uar Low Quality Phone

Threshold: -0.05

Data

Change UAR Low Quality Phone

w2v2-b-cat

w2v2-L-cat

w2v2-L-robust-cat

w2v2-L-vox-cat

w2v2-L-xls-r-cat

crema-d-1.2.0-emotion.categories.test.gold_standard

-0.04

-0.10

-0.13

-0.04

-0.03

emovo-1.2.1-emotion.test

-0.04

0.01

-0.06

-0.07

-0.01

iemocap-2.3.0-emotion.categories.test.gold_standard

-0.03

-0.02

-0.02

-0.03

-0.02

meld-1.3.1-emotion.categories.test.gold_standard

-0.01

-0.01

-0.01

-0.00

0.02

msppodcast-2.6.0-emotion.categories.test-1.gold_standard

-0.04

-0.02

-0.03

-0.02

-0.03

mean

-0.03

-0.03

-0.05

-0.03

-0.01

Percentage Unchanged Predictions Low Quality Phone

Threshold: 0.5

Data

Percentage Unchanged Predictions Low Quality Phone

w2v2-b-cat

w2v2-L-cat

w2v2-L-robust-cat

w2v2-L-vox-cat

w2v2-L-xls-r-cat

crema-d-1.2.0-emotion.categories.test.gold_standard

0.70

0.71

0.64

0.94

0.87

emovo-1.2.1-emotion.test

0.67

0.72

0.79

0.76

0.82

iemocap-2.3.0-emotion.categories.test.gold_standard

0.71

0.77

0.75

0.77

0.84

meld-1.3.1-emotion.categories.test.gold_standard

0.66

0.74

0.75

0.80

0.67

msppodcast-2.6.0-emotion.categories.test-1.gold_standard

0.68

0.70

0.78

0.74

0.73

mean

0.68

0.73

0.74

0.80

0.79

Visualization

Confusion Matrix showing the shift from the predictions of the original audio to the predictions of the low quality phone audio.

w2v2-b-cat

w2v2-L-cat

w2v2-L-robust-cat

w2v2-L-vox-cat

w2v2-L-xls-r-cat

../../../_images/visualization_crema-d-1.2.0-emotion.categories.test.gold_standard32.png
../../../_images/visualization_crema-d-1.2.0-emotion.categories.test.gold_standard33.png
../../../_images/visualization_crema-d-1.2.0-emotion.categories.test.gold_standard34.png
../../../_images/visualization_crema-d-1.2.0-emotion.categories.test.gold_standard35.png
../../../_images/visualization_crema-d-1.2.0-emotion.categories.test.gold_standard36.png
../../../_images/visualization_emovo-1.2.1-emotion.test32.png
../../../_images/visualization_emovo-1.2.1-emotion.test33.png
../../../_images/visualization_emovo-1.2.1-emotion.test34.png
../../../_images/visualization_emovo-1.2.1-emotion.test35.png
../../../_images/visualization_emovo-1.2.1-emotion.test36.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard32.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard33.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard34.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard35.png
../../../_images/visualization_iemocap-2.3.0-emotion.categories.test.gold_standard36.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard42.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard43.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard44.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard45.png
../../../_images/visualization_meld-1.3.1-emotion.categories.test.gold_standard46.png
../../../_images/visualization_msppodcast-2.6.0-emotion.categories.test-1.gold_standard20.png
../../../_images/visualization_msppodcast-2.6.0-emotion.categories.test-1.gold_standard21.png
../../../_images/visualization_msppodcast-2.6.0-emotion.categories.test-1.gold_standard22.png
../../../_images/visualization_msppodcast-2.6.0-emotion.categories.test-1.gold_standard23.png
../../../_images/visualization_msppodcast-2.6.0-emotion.categories.test-1.gold_standard24.png