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result.txt
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Wake word
- SVM
precision recall f1-score support
background 0.95 0.92 0.94 66
people_talk 0.97 0.93 0.95 42
silent 1.00 1.00 1.00 33
wake_work 0.93 0.99 0.96 67
accuracy 0.96 208
macro avg 0.96 0.96 0.96 208
weighted avg 0.96 0.96 0.96 208
- CNN
precision recall f1-score support
background 0.98 0.96 0.97 67
people_talk 0.91 0.93 0.92 46
silent 0.96 0.96 0.96 27
wake_work 0.94 0.96 0.95 68
accuracy 0.95 208
macro avg 0.95 0.95 0.95 208
weighted avg 0.95 0.95 0.95 208
- Logistic Regression
[INFO] best hyperparameters: {'C': 0.1}
precision recall f1-score support
background 0.95 0.88 0.91 66
people_talk 0.95 0.98 0.96 42
silent 0.94 0.97 0.96 33
wake_work 0.94 0.99 0.96 67
accuracy 0.95 208
macro avg 0.95 0.95 0.95 208
weighted avg 0.95 0.95 0.95 208
Voice classification
- SVM
precision recall f1-score support
chinh 1.00 1.00 1.00 15
dzung 0.93 1.00 0.96 13
manh 1.00 1.00 1.00 13
nam 1.00 1.00 1.00 16
quy 1.00 0.91 0.95 11
accuracy 0.99 68
macro avg 0.99 0.98 0.98 68
weighted avg 0.99 0.99 0.99 68
- CNN
precision recall f1-score support
chinh 1.00 1.00 1.00 20
dzung 1.00 0.85 0.92 13
manh 1.00 0.91 0.95 11
nam 0.93 1.00 0.96 13
quy 0.85 1.00 0.92 11
accuracy 0.96 68
macro avg 0.95 0.95 0.95 68
weighted avg 0.96 0.96 0.96 68