Correctness consistency¶
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
|---|---|---|---|---|
Overall Score |
55.8% passed tests (24 passed / 19 failed). |
51.2% passed tests (22 passed / 21 failed). |
65.1% passed tests (28 passed / 15 failed). |
48.8% passed tests (21 passed / 22 failed). |
Samples In Expected High Range¶
Proportion of samples whose predictions fall into the expected value range of >= 0.55
Data |
anger |
|||
|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.81 |
0.87 |
0.87 |
0.87 |
danish-emotional-speech-1.1.1-emotion.test |
0.42 |
0.90 |
0.44 |
0.69 |
emodb-1.2.0-emotion.categories.test.gold_standard |
1.00 |
1.00 |
1.00 |
1.00 |
emovo-1.2.1-emotion.test |
0.98 |
1.00 |
0.92 |
0.99 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.88 |
0.91 |
0.82 |
0.92 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.97 |
0.98 |
0.92 |
0.97 |
polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard |
0.95 |
1.00 |
0.92 |
0.95 |
ravdess-1.1.2-emotion.speech.test |
0.94 |
1.00 |
0.94 |
0.94 |
mean |
0.87 |
0.96 |
0.85 |
0.92 |
Samples In Expected Low Range¶
Proportion of samples whose predictions fall into the expected value range of <= 0.45
Data |
fear |
sadness |
||||||
|---|---|---|---|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.49 |
0.42 |
0.53 |
0.47 |
0.87 |
0.87 |
0.89 |
0.77 |
danish-emotional-speech-1.1.1-emotion.test |
0.98 |
0.48 |
1.00 |
0.94 |
||||
emodb-1.2.0-emotion.categories.test.gold_standard |
0.00 |
0.03 |
0.00 |
0.03 |
1.00 |
1.00 |
1.00 |
1.00 |
emovo-1.2.1-emotion.test |
0.21 |
0.14 |
0.30 |
0.10 |
0.80 |
0.75 |
0.95 |
0.67 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.18 |
0.12 |
0.35 |
0.06 |
0.81 |
0.75 |
0.87 |
0.66 |
meld-1.3.1-emotion.categories.test.gold_standard |
0.02 |
0.04 |
0.10 |
0.02 |
0.17 |
0.18 |
0.28 |
0.17 |
polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard |
0.38 |
0.40 |
0.48 |
0.35 |
1.00 |
0.82 |
1.00 |
0.88 |
ravdess-1.1.2-emotion.speech.test |
0.16 |
0.06 |
0.25 |
0.12 |
0.78 |
0.75 |
0.78 |
0.78 |
mean |
0.21 |
0.17 |
0.29 |
0.16 |
0.80 |
0.70 |
0.85 |
0.73 |
Samples In Expected Neutral Range¶
Proportion of samples whose predictions fall into the expected value range of [0.3, 0.6]
Data |
happiness |
neutral |
surprise |
|||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
w2v2-L |
hubert-L |
wavlm |
data2vec |
w2v2-L |
hubert-L |
wavlm |
data2vec |
w2v2-L |
hubert-L |
wavlm |
data2vec |
|
crema-d-1.2.0-emotion.categories.test.gold_standard |
0.85 |
0.85 |
0.86 |
0.58 |
0.72 |
0.88 |
0.71 |
0.71 |
||||
danish-emotional-speech-1.1.1-emotion.test |
0.96 |
0.98 |
0.98 |
0.92 |
0.90 |
1.00 |
0.85 |
0.79 |
0.98 |
1.00 |
1.00 |
0.96 |
emodb-1.2.0-emotion.categories.test.gold_standard |
0.26 |
0.22 |
0.30 |
0.07 |
1.00 |
1.00 |
1.00 |
1.00 |
||||
emovo-1.2.1-emotion.test |
0.50 |
0.62 |
0.75 |
0.44 |
0.99 |
0.98 |
0.99 |
0.99 |
0.64 |
0.74 |
0.81 |
0.67 |
iemocap-2.3.0-emotion.categories.test.gold_standard |
0.85 |
0.88 |
0.77 |
0.87 |
0.92 |
0.95 |
0.78 |
0.92 |
||||
meld-1.3.1-emotion.categories.test.gold_standard |
0.50 |
0.60 |
0.66 |
0.39 |
0.63 |
0.68 |
0.81 |
0.56 |
0.47 |
0.56 |
0.61 |
0.41 |
polish-emotional-speech-1.1.1-emotion.categories.test.gold_standard |
0.20 |
0.22 |
0.20 |
0.22 |
1.00 |
1.00 |
0.98 |
1.00 |
||||
ravdess-1.1.2-emotion.speech.test |
0.62 |
0.59 |
0.88 |
0.66 |
1.00 |
1.00 |
1.00 |
1.00 |
0.09 |
0.12 |
0.78 |
0.16 |
mean |
0.59 |
0.62 |
0.68 |
0.52 |
0.90 |
0.94 |
0.89 |
0.87 |
0.55 |
0.60 |
0.80 |
0.55 |
Visualization¶
Distribution of dimensional model predictions for samples with different categorical emotions. The expected range of model predictions is highlighted by the green brackground.
w2v2-L |
hubert-L |
wavlm |
data2vec |
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