Edge Impulse Experts / Manufactured PCBs Defects Detection Public

Target: Cortex-M4F 80MHz Clone this project

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Manufactured PCBs Defects Detection

Object detection

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Data (1,140 items)

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short_circuit-0097

ID: 131524063

open_circuit-0360

ID: 131524153

short_circuit-0016

ID: 131524115

open_circuit-0235

ID: 131524246

open_circuit-0275

ID: 131524225

missing_hole-0328

ID: 131524472

open_circuit-0197

ID: 131524289

missing_hole-0195

ID: 131524581

Model accuracy (Unoptimized (float32))

Validation set

47.9%

Test set

13.0%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

6287 ms.

Peak RAM usage

24.1M

Flash usage

77.5K

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Dataset summary

Data collected

1,140 items

Labels

missing_hole, open_circuit, short_circuit

Project info

Project ID	135820
Project version	2
License	No license attached
No. of views	161,148
No. of clones	267