Robustness spectral tilt

75.0% passed tests (15 passed / 5 failed).

Change Uar Downward Tilt

Threshold: -0.02

Data

Change UAR Downward Tilt

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

0.01

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

-0.00

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

-0.00

mean

0.00

Change Uar Upward Tilt

Threshold: -0.02

Data

Change UAR Upward Tilt

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

-0.02

emovo-1.2.1-emotion.test

-0.02

iemocap-2.3.0-emotion.categories.test.gold_standard

-0.03

meld-1.3.1-emotion.categories.test.gold_standard

-0.02

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

-0.02

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

0.97

emovo-1.2.1-emotion.test

0.95

iemocap-2.3.0-emotion.categories.test.gold_standard

0.97

meld-1.3.1-emotion.categories.test.gold_standard

0.94

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

0.97

mean

0.96

Percentage Unchanged Predictions Upward Tilt

Threshold: 0.8

Data

Percentage Unchanged Predictions Upward Tilt

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

0.95

emovo-1.2.1-emotion.test

0.92

iemocap-2.3.0-emotion.categories.test.gold_standard

0.91

meld-1.3.1-emotion.categories.test.gold_standard

0.85

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

0.92

mean

0.91

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_standard6.png
../../../_images/visualization-downward-tilt_emovo-1.2.1-emotion.test6.png
../../../_images/visualization-downward-tilt_iemocap-2.3.0-emotion.categories.test.gold_standard6.png
../../../_images/visualization-downward-tilt_meld-1.3.1-emotion.categories.test.gold_standard6.png
../../../_images/visualization-downward-tilt_msppodcast-2.6.0-emotion.categories.test-1.gold_standard6.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_standard6.png
../../../_images/visualization-upward-tilt_emovo-1.2.1-emotion.test6.png
../../../_images/visualization-upward-tilt_iemocap-2.3.0-emotion.categories.test.gold_standard6.png
../../../_images/visualization-upward-tilt_meld-1.3.1-emotion.categories.test.gold_standard6.png
../../../_images/visualization-upward-tilt_msppodcast-2.6.0-emotion.categories.test-1.gold_standard6.png