dawndj / CASA0018 Public
Target: Arduino Nano 33 BLE Sense (Cortex-M4F 64MHz) Clone this project

Test data

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Model variants
Test 'Unoptimized (float32)' model Test 'Quantized (int8)' model
Set the 'expected outcome' for each sample to the desired outcome to automatically score the impulse.

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Sample name Expected outcome Accuracy Result
Grass_Snake_37 Grass_Snake 0% 1 Unknown
Show classification Show in data acquisition Show in feature explorer
Unknown_9 Unknown 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Unknown_4 Unknown 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Unknown_35 Unknown 100% 1 Unknown
Show classification Show in data acquisition Show in feature explorer
Unknown_19 Unknown 100% 1 Unknown
Show classification Show in data acquisition Show in feature explorer
Unknown_24 Unknown 100% 1 Unknown
Show classification Show in data acquisition Show in feature explorer
Unknown_2 Unknown 100% 1 Unknown
Show classification Show in data acquisition Show in feature explorer
Unknown_20 Unknown 100% 1 Unknown
Show classification Show in data acquisition Show in feature explorer
Unknown_10 Unknown 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Slow_Worm_11 Slow_Worm 100% 1 Slow_Worm
Show classification Show in data acquisition Show in feature explorer
Slow_Worm_5 Slow_Worm 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Slow_Worm_9 Slow_Worm 0% 1 Adder
Show classification Show in data acquisition Show in feature explorer
Slow_Worm_33 Slow_Worm 100% 1 Slow_Worm
Show classification Show in data acquisition Show in feature explorer
Slow_Worm_3 Slow_Worm 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Slow_Worm_17 Slow_Worm 100% 1 Slow_Worm
Show classification Show in data acquisition Show in feature explorer
Slow_Worm_16 Slow_Worm 0% 1 Adder
Show classification Show in data acquisition Show in feature explorer
Slow_Worm_13 Slow_Worm 100% 1 Slow_Worm
Show classification Show in data acquisition Show in feature explorer
Grass_Snake_40 Grass_Snake 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Grass_Snake_36 Grass_Snake 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Grass_Snake_31 Grass_Snake 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Grass_Snake_30 Grass_Snake 0% 1 Adder
Show classification Show in data acquisition Show in feature explorer
Grass_Snake_2 Grass_Snake 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Grass_Snake_20 Grass_Snake 0% 1 Adder
Show classification Show in data acquisition Show in feature explorer
Grass_Snake_16 Grass_Snake 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Adder_40 Adder 100% 1 Adder
Show classification Show in data acquisition Show in feature explorer
Adder_38 Adder 100% 1 Adder
Show classification Show in data acquisition Show in feature explorer
Adder_9 Adder 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Adder_4 Adder 100% 1 Adder
Show classification Show in data acquisition Show in feature explorer
Adder_14 Adder 100% 1 Adder
Show classification Show in data acquisition Show in feature explorer
Adder_16 Adder 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Adder_21 Adder 0% 1 uncertain
Show classification Show in data acquisition Show in feature explorer
Adder_18 Adder 100% 1 Adder
Show classification Show in data acquisition Show in feature explorer
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Model testing output

Results

Model version:
Accuracy
43.75%

Metrics for Transfer learning

Metric Value
Area under ROC Curve 0.87
Weighted average Precision 0.60
Weighted average Recall 0.56
Weighted average F1 score 0.53

Confusion matrix

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Feature explorer

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