Robustness background noise

56.7% passed tests (34 passed / 26 failed).

Change Uar Babble Noise

Threshold: -0.05

Data	Change UAR Babble Noise
crema-d-1.2.0-emotion.categories.test.gold_standard	-0.01
emovo-1.2.1-emotion.test	0.04
iemocap-2.3.0-emotion.categories.test.gold_standard	-0.01
meld-1.3.1-emotion.categories.test.gold_standard	-0.01
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	-0.04
mean	-0.01

Change Uar Coughing

Threshold: -0.05

Data	Change UAR Coughing
crema-d-1.2.0-emotion.categories.test.gold_standard	0.04
emovo-1.2.1-emotion.test	0.01
iemocap-2.3.0-emotion.categories.test.gold_standard	0.01
meld-1.3.1-emotion.categories.test.gold_standard	-0.00
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	-0.06
mean	0.00

Change Uar Environmental Noise

Threshold: -0.05

Data	Change UAR Environmental Noise
crema-d-1.2.0-emotion.categories.test.gold_standard	0.00
emovo-1.2.1-emotion.test	0.04
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	-0.05
mean	-0.00

Change Uar Music

Threshold: -0.05

Data	Change UAR Music
crema-d-1.2.0-emotion.categories.test.gold_standard	0.01
emovo-1.2.1-emotion.test	0.01
iemocap-2.3.0-emotion.categories.test.gold_standard	-0.01
meld-1.3.1-emotion.categories.test.gold_standard	-0.00
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	-0.05
mean	-0.01

Change Uar Sneezing

Threshold: -0.05

Data	Change UAR Sneezing
crema-d-1.2.0-emotion.categories.test.gold_standard	0.02
emovo-1.2.1-emotion.test	-0.01
iemocap-2.3.0-emotion.categories.test.gold_standard	0.01
meld-1.3.1-emotion.categories.test.gold_standard	0.01
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	-0.03
mean	0.00

Change Uar White Noise

Threshold: -0.05

Data	Change UAR White Noise
crema-d-1.2.0-emotion.categories.test.gold_standard	0.04
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	-0.02
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	-0.12
mean	-0.02

Percentage Unchanged Predictions Babble Noise

Threshold: 0.9

Data	Percentage Unchanged Predictions Babble Noise
crema-d-1.2.0-emotion.categories.test.gold_standard	0.94
emovo-1.2.1-emotion.test	0.85
iemocap-2.3.0-emotion.categories.test.gold_standard	0.93
meld-1.3.1-emotion.categories.test.gold_standard	0.90
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	0.72
mean	0.87

Percentage Unchanged Predictions Coughing

Threshold: 0.9

Data	Percentage Unchanged Predictions Coughing
crema-d-1.2.0-emotion.categories.test.gold_standard	0.91
emovo-1.2.1-emotion.test	0.79
iemocap-2.3.0-emotion.categories.test.gold_standard	0.84
meld-1.3.1-emotion.categories.test.gold_standard	0.81
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	0.69
mean	0.81

Percentage Unchanged Predictions Environmental Noise

Threshold: 0.9

Data	Percentage Unchanged Predictions Environmental Noise
crema-d-1.2.0-emotion.categories.test.gold_standard	0.93
emovo-1.2.1-emotion.test	0.82
iemocap-2.3.0-emotion.categories.test.gold_standard	0.92
meld-1.3.1-emotion.categories.test.gold_standard	0.88
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	0.71
mean	0.85

Percentage Unchanged Predictions Music

Threshold: 0.9

Data	Percentage Unchanged Predictions Music
crema-d-1.2.0-emotion.categories.test.gold_standard	0.95
emovo-1.2.1-emotion.test	0.82
iemocap-2.3.0-emotion.categories.test.gold_standard	0.93
meld-1.3.1-emotion.categories.test.gold_standard	0.90
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	0.72
mean	0.86

Percentage Unchanged Predictions Sneezing

Threshold: 0.9

Data	Percentage Unchanged Predictions Sneezing
crema-d-1.2.0-emotion.categories.test.gold_standard	0.92
emovo-1.2.1-emotion.test	0.83
iemocap-2.3.0-emotion.categories.test.gold_standard	0.86
meld-1.3.1-emotion.categories.test.gold_standard	0.83
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	0.75
mean	0.84

Percentage Unchanged Predictions White Noise

Threshold: 0.9

Data	Percentage Unchanged Predictions White Noise
crema-d-1.2.0-emotion.categories.test.gold_standard	0.85
emovo-1.2.1-emotion.test	0.68
iemocap-2.3.0-emotion.categories.test.gold_standard	0.84
meld-1.3.1-emotion.categories.test.gold_standard	0.75
msppodcast-2.6.0-emotion.categories.test-1.gold_standard	0.46
mean	0.72

Visualization Babble Noise

Confusion Matrix showing the shift from the predictions of the clean audio to the predictions of the audio with added babble noise.

Visualization Coughing

Confusion Matrix showing the shift from the predictions of the clean audio to the predictions of the audio with added coughing.

Visualization Environmental Noise

Confusion Matrix showing the shift from the predictions of the clean audio to the predictions of the audio with added environmental noise.

Visualization Music

Confusion Matrix showing the shift from the predictions of the clean audio to the predictions of the audio with added music.

Visualization Sneezing

Confusion Matrix showing the shift from the predictions of the clean audio to the predictions of the audio with added sneezing.

Visualization White Noise

Confusion Matrix showing the shift from the predictions of the clean audio to the predictions of the audio with added white noise.