Robustness background noise¶
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
|---|---|---|---|---|
Overall Score |
56.7% passed tests (34 passed / 26 failed). |
38.3% passed tests (23 passed / 37 failed). |
30.0% passed tests (18 passed / 42 failed). |
35.0% passed tests (21 passed / 39 failed). |
Change Uar Babble Noise¶
Data |
Change UAR Babble Noise |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
-0.01 |
-0.00 |
-0.01 |
0.04 |
emovo-1.2.1-emotion.test |
0.04 |
0.05 |
-0.00 |
0.03 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.01 |
-0.03 |
-0.04 |
-0.05 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.01 |
-0.00 |
-0.01 |
-0.02 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.04 |
-0.05 |
-0.04 |
-0.08 |
mean |
-0.01 |
-0.01 |
-0.02 |
-0.02 |
Change Uar Coughing¶
Data |
Change UAR Coughing |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.04 |
0.05 |
0.09 |
0.03 |
emovo-1.2.1-emotion.test |
0.01 |
-0.11 |
-0.05 |
-0.01 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.01 |
-0.09 |
-0.06 |
-0.03 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.00 |
-0.03 |
-0.05 |
-0.03 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.06 |
-0.15 |
-0.14 |
-0.04 |
mean |
0.00 |
-0.07 |
-0.04 |
-0.02 |
Change Uar Environmental Noise¶
Data |
Change UAR Environmental Noise |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.00 |
-0.02 |
-0.05 |
-0.04 |
emovo-1.2.1-emotion.test |
0.04 |
0.04 |
-0.01 |
-0.03 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.00 |
-0.02 |
-0.05 |
-0.04 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.00 |
-0.01 |
-0.02 |
-0.01 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.05 |
-0.02 |
-0.05 |
-0.05 |
mean |
-0.00 |
-0.01 |
-0.04 |
-0.03 |
Change Uar Music¶
Data |
Change UAR Music |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.01 |
-0.02 |
-0.04 |
0.02 |
emovo-1.2.1-emotion.test |
0.01 |
0.04 |
-0.02 |
0.01 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
-0.01 |
-0.02 |
-0.05 |
-0.03 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.00 |
-0.00 |
-0.01 |
-0.02 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.05 |
-0.02 |
-0.05 |
-0.05 |
mean |
-0.01 |
-0.00 |
-0.03 |
-0.01 |
Change Uar Sneezing¶
Data |
Change UAR Sneezing |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.02 |
0.02 |
0.04 |
-0.01 |
emovo-1.2.1-emotion.test |
-0.01 |
-0.06 |
-0.04 |
0.00 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.01 |
-0.10 |
-0.07 |
-0.04 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.01 |
-0.04 |
-0.05 |
-0.03 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.03 |
-0.16 |
-0.13 |
-0.05 |
mean |
0.00 |
-0.07 |
-0.05 |
-0.03 |
Change Uar White Noise¶
Data |
Change UAR White Noise |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.04 |
-0.06 |
-0.13 |
-0.11 |
emovo-1.2.1-emotion.test |
-0.00 |
-0.01 |
-0.12 |
-0.08 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.00 |
-0.03 |
-0.13 |
-0.09 |
meld-1.3.1-emotion.categories.test.gold_standard |
-0.02 |
-0.01 |
-0.03 |
-0.02 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
-0.12 |
-0.04 |
-0.17 |
-0.11 |
mean |
-0.02 |
-0.03 |
-0.12 |
-0.08 |
Percentage Unchanged Predictions Babble Noise¶
Data |
Percentage Unchanged Predictions Babble Noise |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.94 |
0.80 |
0.94 |
0.67 |
emovo-1.2.1-emotion.test |
0.85 |
0.73 |
0.81 |
0.60 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.93 |
0.85 |
0.89 |
0.74 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.90 |
0.90 |
0.91 |
0.88 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.72 |
0.85 |
0.85 |
0.67 |
mean |
0.87 |
0.83 |
0.88 |
0.71 |
Percentage Unchanged Predictions Coughing¶
Data |
Percentage Unchanged Predictions Coughing |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.91 |
0.68 |
0.75 |
0.68 |
emovo-1.2.1-emotion.test |
0.79 |
0.50 |
0.48 |
0.62 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.84 |
0.63 |
0.63 |
0.70 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.81 |
0.80 |
0.74 |
0.80 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.69 |
0.63 |
0.57 |
0.74 |
mean |
0.81 |
0.65 |
0.63 |
0.71 |
Percentage Unchanged Predictions Environmental Noise¶
Data |
Percentage Unchanged Predictions Environmental Noise |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.93 |
0.83 |
0.92 |
0.76 |
emovo-1.2.1-emotion.test |
0.82 |
0.79 |
0.76 |
0.72 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.92 |
0.84 |
0.87 |
0.78 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.88 |
0.89 |
0.87 |
0.86 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.71 |
0.85 |
0.84 |
0.74 |
mean |
0.85 |
0.84 |
0.85 |
0.77 |
Percentage Unchanged Predictions Music¶
Data |
Percentage Unchanged Predictions Music |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.95 |
0.85 |
0.94 |
0.79 |
emovo-1.2.1-emotion.test |
0.82 |
0.79 |
0.80 |
0.70 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.93 |
0.88 |
0.89 |
0.77 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.90 |
0.91 |
0.90 |
0.87 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.72 |
0.85 |
0.83 |
0.73 |
mean |
0.86 |
0.86 |
0.87 |
0.77 |
Percentage Unchanged Predictions Sneezing¶
Data |
Percentage Unchanged Predictions Sneezing |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.92 |
0.66 |
0.83 |
0.67 |
emovo-1.2.1-emotion.test |
0.83 |
0.48 |
0.49 |
0.58 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.86 |
0.64 |
0.71 |
0.66 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.83 |
0.78 |
0.76 |
0.78 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.75 |
0.62 |
0.58 |
0.74 |
mean |
0.84 |
0.64 |
0.67 |
0.69 |
Percentage Unchanged Predictions White Noise¶
Data |
Percentage Unchanged Predictions White Noise |
|||
|---|---|---|---|---|
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.85 |
0.77 |
0.83 |
0.68 |
emovo-1.2.1-emotion.test |
0.68 |
0.72 |
0.51 |
0.53 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.84 |
0.76 |
0.71 |
0.68 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.75 |
0.78 |
0.67 |
0.73 |
msppodcast-2.6.0-emotion.categories.test-1.gold_standard |
0.46 |
0.72 |
0.60 |
0.59 |
mean |
0.72 |
0.75 |
0.66 |
0.64 |
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.
CNN14-cat |
w2v2-b-cat |
hubert-b-cat |
axlstm-cat |
|---|---|---|---|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|