Robustness small changes¶
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
|---|---|---|---|---|
Overall Score |
80.0% passed tests (16 passed / 4 failed). |
95.0% passed tests (19 passed / 1 failed). |
85.0% passed tests (17 passed / 3 failed). |
85.0% passed tests (17 passed / 3 failed). |
Percentage Unchanged Predictions Additive Tone¶
Data |
Percent Unchanged Pred Additive Tone |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
0.99 |
0.99 |
0.99 |
0.97 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
0.96 |
0.99 |
0.96 |
0.97 |
mean |
0.97 |
0.99 |
0.97 |
0.97 |
Percentage Unchanged Predictions Append Zeros¶
Data |
Percent Unchanged Pred Append Zeros |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
1.00 |
1.00 |
0.97 |
0.98 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
1.00 |
1.00 |
0.99 |
0.99 |
mean |
1.00 |
1.00 |
0.98 |
0.98 |
Percentage Unchanged Predictions Clip¶
Data |
Percent Unchanged Pred Clip |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
1.00 |
1.00 |
1.00 |
0.99 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
1.00 |
1.00 |
1.00 |
1.00 |
mean |
1.00 |
1.00 |
1.00 |
0.99 |
Percentage Unchanged Predictions Crop Beginning¶
Data |
Percent Unchanged Pred Crop Beginning |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
0.95 |
0.98 |
0.98 |
0.95 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
0.97 |
0.98 |
0.99 |
0.97 |
mean |
0.96 |
0.98 |
0.98 |
0.96 |
Percentage Unchanged Predictions Crop End¶
Data |
Percent Unchanged Pred Crop End |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
1.00 |
1.00 |
1.00 |
0.99 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
1.00 |
1.00 |
1.00 |
0.99 |
mean |
1.00 |
1.00 |
1.00 |
0.99 |
Percentage Unchanged Predictions Gain¶
Data |
Percent Unchanged Pred Gain |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
1.00 |
1.00 |
1.00 |
1.00 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
1.00 |
1.00 |
1.00 |
1.00 |
mean |
1.00 |
1.00 |
1.00 |
1.00 |
Percentage Unchanged Predictions Highpass Filter¶
Data |
Percent Unchanged Pred Highpass Filter |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
1.00 |
1.00 |
1.00 |
0.99 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
1.00 |
1.00 |
1.00 |
1.00 |
mean |
1.00 |
1.00 |
1.00 |
0.99 |
Percentage Unchanged Predictions Lowpass Filter¶
Data |
Percent Unchanged Pred Lowpass Filter |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
1.00 |
1.00 |
1.00 |
1.00 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
1.00 |
1.00 |
1.00 |
0.99 |
mean |
1.00 |
1.00 |
1.00 |
0.99 |
Percentage Unchanged Predictions Prepend Zeros¶
Data |
Percent Unchanged Pred Prepend Zeros |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
0.94 |
0.97 |
0.94 |
0.93 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
0.97 |
0.98 |
0.97 |
0.97 |
mean |
0.95 |
0.97 |
0.95 |
0.95 |
Percentage Unchanged Predictions White Noise¶
Data |
Percent Unchanged Pred White Noise |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
iemocap-2.3.0-emotion.dimensions.test.gold_standard |
0.92 |
0.94 |
0.89 |
0.90 |
msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard |
0.88 |
0.98 |
0.93 |
0.97 |
mean |
0.90 |
0.96 |
0.91 |
0.94 |
Visualization¶
w2v2-L |
hubert-L |
wavlm |
data2vec |
|---|---|---|---|
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