Robustness spectral tilt

90.0% passed tests (18 passed / 2 failed).

Change Uar Downward Tilt

Threshold: -0.02

Data

Change UAR Downward Tilt

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

0.03

emovo-1.2.1-emotion.test

0.00

iemocap-2.3.0-emotion.categories.test.gold_standard

0.00

meld-1.3.1-emotion.categories.test.gold_standard

0.01

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

-0.00

mean

0.01

Change Uar Upward Tilt

Threshold: -0.02

Data

Change UAR Upward Tilt

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

-0.01

emovo-1.2.1-emotion.test

-0.02

iemocap-2.3.0-emotion.categories.test.gold_standard

-0.01

meld-1.3.1-emotion.categories.test.gold_standard

-0.03

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

-0.01

mean

-0.02

Percentage Unchanged Predictions Downward Tilt

Threshold: 0.8

Data

Percentage Unchanged Predictions Downward Tilt

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

0.91

emovo-1.2.1-emotion.test

0.97

iemocap-2.3.0-emotion.categories.test.gold_standard

0.96

meld-1.3.1-emotion.categories.test.gold_standard

0.92

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

0.93

mean

0.94

Percentage Unchanged Predictions Upward Tilt

Threshold: 0.8

Data

Percentage Unchanged Predictions Upward Tilt

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

0.86

emovo-1.2.1-emotion.test

0.90

iemocap-2.3.0-emotion.categories.test.gold_standard

0.90

meld-1.3.1-emotion.categories.test.gold_standard

0.87

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

0.90

mean

0.89

Visualization Downward Tilt

Confusion Matrix showing the shift from the predictions of original audio to the predictions of audio with a downward spectral tilt.

../../../_images/visualization-downward-tilt_crema-d-1.2.0-emotion.categories.test.gold_standard9.png
../../../_images/visualization-downward-tilt_emovo-1.2.1-emotion.test9.png
../../../_images/visualization-downward-tilt_iemocap-2.3.0-emotion.categories.test.gold_standard9.png
../../../_images/visualization-downward-tilt_meld-1.3.1-emotion.categories.test.gold_standard9.png
../../../_images/visualization-downward-tilt_msppodcast-2.6.0-emotion.categories.test-1.gold_standard9.png

Visualization Upward Tilt

Confusion Matrix showing the shift from the predictions of original audio to the predictions of audio with an upward spectral tilt.

../../../_images/visualization-upward-tilt_crema-d-1.2.0-emotion.categories.test.gold_standard9.png
../../../_images/visualization-upward-tilt_emovo-1.2.1-emotion.test9.png
../../../_images/visualization-upward-tilt_iemocap-2.3.0-emotion.categories.test.gold_standard9.png
../../../_images/visualization-upward-tilt_meld-1.3.1-emotion.categories.test.gold_standard9.png
../../../_images/visualization-upward-tilt_msppodcast-2.6.0-emotion.categories.test-1.gold_standard9.png