Robustness background noise¶
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
|---|---|---|---|---|
Overall Score |
33.3% passed tests (20 passed / 40 failed). |
41.7% passed tests (25 passed / 35 failed). |
46.7% passed tests (28 passed / 32 failed). |
38.3% passed tests (23 passed / 37 failed). |
Change Uar Babble Noise¶
Data |
Change UAR Babble Noise |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.01 |
0.01 |
-0.01 |
-0.01 |
emovo-1.2.1-emotion.test |
0.04 |
0.03 |
0.04 |
0.01 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.03 |
-0.02 |
-0.01 |
-0.01 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.00 |
-0.02 |
0.00 |
0.00 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.03 |
-0.02 |
-0.02 |
-0.02 |
mean |
-0.00 |
-0.00 |
-0.00 |
-0.01 |
Change Uar Coughing¶
Data |
Change UAR Coughing |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
-0.02 |
-0.01 |
-0.04 |
0.04 |
emovo-1.2.1-emotion.test |
-0.09 |
-0.07 |
-0.01 |
-0.06 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.07 |
-0.07 |
-0.05 |
-0.06 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.05 |
-0.04 |
-0.03 |
-0.02 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.13 |
-0.09 |
-0.07 |
-0.12 |
mean |
-0.07 |
-0.06 |
-0.04 |
-0.04 |
Change Uar Environmental Noise¶
Data |
Change UAR Environmental Noise |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
-0.00 |
-0.02 |
-0.06 |
-0.01 |
emovo-1.2.1-emotion.test |
0.03 |
0.03 |
-0.00 |
0.01 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.02 |
-0.03 |
-0.00 |
-0.02 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.01 |
-0.01 |
0.00 |
0.00 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.03 |
-0.02 |
-0.01 |
-0.01 |
mean |
-0.01 |
-0.01 |
-0.01 |
-0.01 |
Change Uar Music¶
Data |
Change UAR Music |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
-0.00 |
-0.02 |
-0.07 |
-0.02 |
emovo-1.2.1-emotion.test |
0.04 |
0.03 |
0.01 |
0.02 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.02 |
-0.02 |
-0.01 |
-0.00 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.00 |
-0.01 |
0.00 |
0.00 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.03 |
-0.02 |
-0.02 |
-0.02 |
mean |
-0.00 |
-0.01 |
-0.02 |
-0.00 |
Change Uar Sneezing¶
Data |
Change UAR Sneezing |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
-0.03 |
0.02 |
-0.02 |
0.00 |
emovo-1.2.1-emotion.test |
-0.09 |
-0.06 |
-0.01 |
-0.07 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.08 |
-0.05 |
-0.06 |
-0.06 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.05 |
-0.03 |
-0.03 |
-0.02 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.16 |
-0.07 |
-0.07 |
-0.11 |
mean |
-0.08 |
-0.04 |
-0.04 |
-0.05 |
Change Uar White Noise¶
Data |
Change UAR White Noise |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
-0.07 |
-0.07 |
-0.09 |
-0.05 |
emovo-1.2.1-emotion.test |
0.06 |
-0.01 |
-0.08 |
0.03 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.03 |
-0.03 |
-0.01 |
-0.02 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.01 |
0.00 |
-0.02 |
-0.01 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.05 |
-0.03 |
-0.00 |
-0.03 |
mean |
-0.02 |
-0.03 |
-0.04 |
-0.02 |
Percentage Unchanged Predictions Babble Noise¶
Data |
Percentage Unchanged Predictions Babble Noise |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.77 |
0.86 |
0.87 |
0.81 |
emovo-1.2.1-emotion.test |
0.79 |
0.82 |
0.90 |
0.78 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.85 |
0.89 |
0.91 |
0.85 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.89 |
0.91 |
0.92 |
0.87 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.85 |
0.88 |
0.86 |
0.87 |
mean |
0.83 |
0.87 |
0.89 |
0.84 |
Percentage Unchanged Predictions Coughing¶
Data |
Percentage Unchanged Predictions Coughing |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.63 |
0.68 |
0.73 |
0.74 |
emovo-1.2.1-emotion.test |
0.57 |
0.62 |
0.78 |
0.57 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.67 |
0.72 |
0.77 |
0.70 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.79 |
0.81 |
0.84 |
0.76 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.68 |
0.73 |
0.79 |
0.63 |
mean |
0.67 |
0.71 |
0.78 |
0.68 |
Percentage Unchanged Predictions Environmental Noise¶
Data |
Percentage Unchanged Predictions Environmental Noise |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.83 |
0.87 |
0.88 |
0.85 |
emovo-1.2.1-emotion.test |
0.80 |
0.85 |
0.90 |
0.84 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.85 |
0.89 |
0.91 |
0.87 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.89 |
0.90 |
0.92 |
0.87 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.86 |
0.90 |
0.89 |
0.89 |
mean |
0.85 |
0.88 |
0.90 |
0.86 |
Percentage Unchanged Predictions Music¶
Data |
Percentage Unchanged Predictions Music |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.85 |
0.87 |
0.87 |
0.87 |
emovo-1.2.1-emotion.test |
0.79 |
0.86 |
0.87 |
0.84 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.87 |
0.90 |
0.91 |
0.89 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.90 |
0.92 |
0.91 |
0.87 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.86 |
0.90 |
0.85 |
0.89 |
mean |
0.85 |
0.89 |
0.88 |
0.87 |
Percentage Unchanged Predictions Sneezing¶
Data |
Percentage Unchanged Predictions Sneezing |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.58 |
0.66 |
0.72 |
0.68 |
emovo-1.2.1-emotion.test |
0.55 |
0.59 |
0.76 |
0.56 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.67 |
0.73 |
0.79 |
0.70 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.75 |
0.80 |
0.85 |
0.76 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.62 |
0.74 |
0.78 |
0.66 |
mean |
0.63 |
0.70 |
0.78 |
0.67 |
Percentage Unchanged Predictions White Noise¶
Data |
Percentage Unchanged Predictions White Noise |
|||
|---|---|---|---|---|
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.73 |
0.80 |
0.81 |
0.71 |
emovo-1.2.1-emotion.test |
0.76 |
0.78 |
0.85 |
0.79 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.79 |
0.83 |
0.86 |
0.82 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.83 |
0.83 |
0.86 |
0.79 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.78 |
0.86 |
0.84 |
0.78 |
mean |
0.78 |
0.82 |
0.84 |
0.78 |
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.
w2v2-L-cat |
hubert-L-cat |
wavlm-cat |
data2vec-cat |
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