Robustness background noise¶
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
|---|---|---|---|---|
Overall Score |
16.7% passed tests (4 passed / 20 failed). |
37.5% passed tests (9 passed / 15 failed). |
33.3% passed tests (8 passed / 16 failed). |
37.5% passed tests (9 passed / 15 failed). |
Change Ccc Babble Noise¶
Data |
Change CCC Babble Noise |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
-0.06 |
-0.03 |
-0.02 |
-0.04 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
-0.07 |
-0.02 |
0.01 |
-0.02 |
mean |
-0.07 |
-0.03 |
-0.01 |
-0.03 |
Change Ccc Coughing¶
Data |
Change CCC Coughing |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
-0.14 |
-0.11 |
-0.08 |
-0.05 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
-0.12 |
-0.10 |
-0.12 |
-0.06 |
mean |
-0.13 |
-0.11 |
-0.10 |
-0.06 |
Change Ccc Environmental Noise¶
Data |
Change CCC Environmental Noise |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
-0.05 |
-0.03 |
-0.02 |
-0.03 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
-0.03 |
-0.01 |
0.01 |
-0.01 |
mean |
-0.04 |
-0.02 |
-0.01 |
-0.02 |
Change Ccc Music¶
Data |
Change CCC Music |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
-0.04 |
-0.02 |
-0.03 |
-0.02 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
-0.03 |
-0.01 |
0.01 |
-0.01 |
mean |
-0.04 |
-0.01 |
-0.01 |
-0.01 |
Change Ccc Sneezing¶
Data |
Change CCC Sneezing |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
-0.10 |
-0.07 |
-0.05 |
-0.04 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
-0.10 |
-0.07 |
-0.10 |
-0.06 |
mean |
-0.10 |
-0.07 |
-0.08 |
-0.05 |
Change Ccc White Noise¶
Data |
Change CCC White Noise |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
-0.06 |
-0.04 |
-0.04 |
-0.03 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
-0.03 |
-0.02 |
0.02 |
-0.02 |
mean |
-0.04 |
-0.03 |
-0.01 |
-0.03 |
Percentage Unchanged Predictions Babble Noise¶
Data |
Percentage Unchanged Predictions Babble Noise |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
0.65 |
0.87 |
0.81 |
0.76 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
0.55 |
0.78 |
0.71 |
0.76 |
mean |
0.60 |
0.82 |
0.76 |
0.76 |
Percentage Unchanged Predictions Coughing¶
Data |
Percentage Unchanged Predictions Coughing |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
0.43 |
0.48 |
0.55 |
0.62 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
0.41 |
0.43 |
0.37 |
0.59 |
mean |
0.42 |
0.45 |
0.46 |
0.60 |
Percentage Unchanged Predictions Environmental Noise¶
Data |
Percentage Unchanged Predictions Environmental Noise |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
0.75 |
0.86 |
0.79 |
0.80 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
0.70 |
0.86 |
0.80 |
0.85 |
mean |
0.72 |
0.86 |
0.80 |
0.82 |
Percentage Unchanged Predictions Music¶
Data |
Percentage Unchanged Predictions Music |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
0.79 |
0.91 |
0.80 |
0.82 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
0.71 |
0.88 |
0.77 |
0.85 |
mean |
0.75 |
0.90 |
0.79 |
0.83 |
Percentage Unchanged Predictions Sneezing¶
Data |
Percentage Unchanged Predictions Sneezing |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
0.51 |
0.55 |
0.58 |
0.55 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
0.41 |
0.49 |
0.32 |
0.56 |
mean |
0.46 |
0.52 |
0.45 |
0.56 |
Percentage Unchanged Predictions White Noise¶
Data |
Percentage Unchanged Predictions White Noise |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
0.66 |
0.78 |
0.48 |
0.67 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
0.63 |
0.72 |
0.73 |
0.74 |
mean |
0.65 |
0.75 |
0.60 |
0.71 |
Visualization Babble Noise¶
Difference of predictions for clean audio and audio with added babble noise. The allowed prediction difference \(\delta < 0.05\) is highlighted in green in the upper plot. The lower plot shows the distributions of the two predictions.
w2v2-L |
hubert-L |
wavlm |
data2vec |
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