University Program- Aalborg University: Signal Processing for Interactive Systems / Voice Emotion Mood Lamp – Maria Public
Target: Cortex-M4F 80MHz Clone this project

Test data

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Sample name Expected outcome Length Accuracy Result
noise.6bgq5dm8 noise 3s
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noise.6bgq4f3d noise 3s
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noise.6bgq24ul noise 3s
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noise.6bgq0215 noise 3s
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noise.6bgpv9d6 noise 3s
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neutral.6b9bb2nk neutral 3s
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neutral.6b98v5pl neutral 3s
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neutral.6b98tt52 neutral 3s
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noise.6b7lg9bh noise 3s
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noise.6b7lfbak noise 3s
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noise.6b7k7bn0 noise 3s
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noise.6b7k6sie noise 3s
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noise.6b7k4ruu noise 3s
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neutral.6b7juntv neutral 3s
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depressed.6b7jqdq9 depressed 3s
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neutral.6b7j9juf neutral 3s
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neutral.6b7j7b91 neutral 3s
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neutral.6b7i607h neutral 3s
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agitated.6b7i3u59 agitated 3s
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depressed.6b7i1i6p depressed 3s
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noise.6b7fnpth noise 3s
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noise.6b7fmh8h noise 3s
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noise.6b7fmcen noise 3s
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noise.6b7flt7b noise 3s
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noise.6b7fln1v noise 3s
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noise.6b7flb52 noise 3s
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noise.6b7fjqht noise 3s
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noise.6b7fi1bl noise 3s
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noise.6b7fh0hg noise 3s
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noise.6b7fgl91 noise 3s
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noise.6b7ffvm8 noise 3s
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noise.6b7ffq2p noise 3s
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agitated.6b7fdau4 agitated 3s
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agitated.6b7fakqs agitated 3s
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neutral.6b7f7oqi neutral 3s
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neutral.6b7f6ngs neutral 3s
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neutral.6b7f3rnh neutral 3s
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depressed.6b7f1u1l depressed 3s
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depressed.6b7f1l0e depressed 3s
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depressed.6b7ev73t depressed 3s
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depressed.6a8uire2 depressed 3s 100% 1 depressed
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depressed.6a8ui2if depressed 3s 100% 1 depressed
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depressed.6a8uh2gf depressed 3s 0% 1 uncertain
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neutral.6a8tjohq neutral 3s 100% 1 neutral
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neutral.6a8si9v1 neutral 3s 100% 1 neutral
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neutral.6a8seait neutral 3s 100% 1 neutral
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neutral.6a8se1ph neutral 3s 100% 1 neutral
Show classification Show in data acquisition Show in feature explorer
neutral.6a8sbavb neutral 3s 100% 1 neutral
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agitated.6a8s8jh8 agitated 3s 100% 1 agitated
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agitated.6a8s6fei agitated 3s 0% 1 neutral
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neutral.6a5qk6io neutral 3s 100% 1 neutral
Show classification Show in data acquisition Show in feature explorer
neutral.6a5qj7lt neutral 3s 100% 1 neutral
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depressed.6a5qbs2m depressed 3s 100% 1 depressed
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depressed.6a5q9ufs depressed 3s 100% 1 depressed
Show classification Show in data acquisition Show in feature explorer
depressed.6a5q9f0h depressed 3s 100% 1 depressed
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depressed.6a5q7na3 depressed 3s 100% 1 depressed
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Model testing output

Results

Model version:
Accuracy
87.50%

Metrics for Classifier

Metric Value
Area under ROC Curve 0.98
Weighted average Precision 0.95
Weighted average Recall 0.94
Weighted average F1 score 0.93

Confusion matrix

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Feature explorer

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