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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open_circuit-0354

ID: 131524158

missing_hole-0183

ID: 131524587

short_circuit-0235

ID: 131523955

missing_hole-0253

ID: 131524531

open_circuit-0197

ID: 131524289

missing_hole-0294

ID: 131524499

missing_hole-0044

ID: 131524703

short_circuit-0340

ID: 131523874

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	149,728
No. of clones	253