Robustness background noise¶
41.7% passed tests (25 passed / 35 failed).
Change Uar Babble Noise¶
Data |
Change UAR Babble Noise |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.01 |
emovo-1.2.1-emotion.test |
0.03 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.02 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.02 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.02 |
mean |
-0.00 |
Change Uar Coughing¶
Data |
Change UAR Coughing |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
-0.01 |
emovo-1.2.1-emotion.test |
-0.07 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.07 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.04 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.09 |
mean |
-0.06 |
Change Uar Environmental Noise¶
Data |
Change UAR Environmental Noise |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
-0.02 |
emovo-1.2.1-emotion.test |
0.03 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.03 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.01 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.02 |
mean |
-0.01 |
Change Uar Music¶
Data |
Change UAR Music |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
-0.02 |
emovo-1.2.1-emotion.test |
0.03 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.02 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.01 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.02 |
mean |
-0.01 |
Change Uar Sneezing¶
Data |
Change UAR Sneezing |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.02 |
emovo-1.2.1-emotion.test |
-0.06 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.05 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.03 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.07 |
mean |
-0.04 |
Change Uar White Noise¶
Data |
Change UAR White Noise |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
-0.07 |
emovo-1.2.1-emotion.test |
-0.01 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.03 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.00 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.03 |
mean |
-0.03 |
Percentage Unchanged Predictions Babble Noise¶
Data |
Percentage Unchanged Predictions Babble Noise |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.86 |
emovo-1.2.1-emotion.test |
0.82 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.89 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.91 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.88 |
mean |
0.87 |
Percentage Unchanged Predictions Coughing¶
Data |
Percentage Unchanged Predictions Coughing |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.68 |
emovo-1.2.1-emotion.test |
0.62 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.72 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.81 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.73 |
mean |
0.71 |
Percentage Unchanged Predictions Environmental Noise¶
Data |
Percentage Unchanged Predictions Environmental Noise |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.87 |
emovo-1.2.1-emotion.test |
0.85 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.89 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.90 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.90 |
mean |
0.88 |
Percentage Unchanged Predictions Music¶
Data |
Percentage Unchanged Predictions Music |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.87 |
emovo-1.2.1-emotion.test |
0.86 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.90 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.92 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.90 |
mean |
0.89 |
Percentage Unchanged Predictions Sneezing¶
Data |
Percentage Unchanged Predictions Sneezing |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.66 |
emovo-1.2.1-emotion.test |
0.59 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.73 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.80 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.74 |
mean |
0.70 |
Percentage Unchanged Predictions White Noise¶
Data |
Percentage Unchanged Predictions White Noise |
---|---|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.80 |
emovo-1.2.1-emotion.test |
0.78 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.83 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.83 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.86 |
mean |
0.82 |
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.
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Visualization Coughing¶
Confusion Matrix showing the shift from the predictions of the clean audio to the predictions of the audio with added coughing.
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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.
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Visualization Music¶
Confusion Matrix showing the shift from the predictions of the clean audio to the predictions of the audio with added music.
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Visualization Sneezing¶
Confusion Matrix showing the shift from the predictions of the clean audio to the predictions of the audio with added sneezing.
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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.
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