Edge Impulse Experts / RA8D1 - Medical Classification Public
Target: Renesas RA8D1 (Cortex-M85 480MHz) Clone this project

Test data

Set thresholds
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.
Sample name Expected outcome Accuracy Result
testing.5e3epksf testing 1 needle
Show classification Show in data acquisition
testing.5e3eo86m testing 1 needle
Show classification Show in data acquisition
testing.5e3en99f testing 1 needle
Show classification Show in data acquisition
testing.5e3emffl testing 1 syringe
Show classification Show in data acquisition
testing.5e3elj19 testing 1 needle
Show classification Show in data acquisition
syringe.5e0rs769 syringe 100% 1 syringe
Show classification Show in data acquisition
syringe.5e0rs7c4 syringe 100% 1 syringe
Show classification Show in data acquisition
syringe.5e0rs2v0 syringe 0% 1 needle
Show classification Show in data acquisition
syringe.5e0rrv7v syringe 0% 1 needle
Show classification Show in data acquisition
syringe.5e0rrp2o syringe 0% 1 needle
Show classification Show in data acquisition
syringe.5e0rr8ng syringe 100% 1 syringe
Show classification Show in data acquisition
syringe.5e0rqnpm syringe 0% 1 needle
Show classification Show in data acquisition
syringe.5e0ro7r6 syringe 100% 1 syringe
Show classification Show in data acquisition
syringe.5dkakque.ingestion-8d9457556-w6ccs syringe 100% 1 syringe
Show classification Show in data acquisition
syringe.5dkahbae.ingestion-8d9457556-6w8l8 syringe 100% 1 syringe
Show classification Show in data acquisition
syringe.5dkagcu0.ingestion-8d9457556-6w8l8 syringe 100% 1 syringe
Show classification Show in data acquisition
syringe.5dkafhab.ingestion-8d9457556-6w8l8 syringe 0% 1 needle
Show classification Show in data acquisition
syringe.5dkah479.ingestion-8d9457556-6w8l8 syringe 100% 1 syringe
Show classification Show in data acquisition
needle_sealed.5dkhfioh.ingestion-8d9457556-6w8l8 needle 100% 1 needle
Show classification Show in data acquisition
needle_sealed.5dkaevk3.ingestion-8d9457556-w7g94 needle 100% 1 needle
Show classification Show in data acquisition
needle.jpg.5dka20jq.ingestion-8d9457556-w7g94 needle 100% 1 needle
Show classification Show in data acquisition

Model testing output

Results

Model version:
Accuracy
72.00%

Metrics for Transfer learning

Metric Value
Area under ROC Curve 0.77
Weighted average Precision 0.79
Weighted average Recall 0.76
Weighted average F1 score 0.76

Confusion matrix

needlesyringeuncertain
needle83.3%8.3%8.3%
syringe38.5%61.5%0%
f1 score0.740.73

Feature explorer

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