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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missing_hole-0028

ID: 131524710

open_circuit-0351

ID: 131524162

short_circuit-0328

ID: 131523886

open_circuit-0317

ID: 131524186

short_circuit-0072

ID: 131524081

short_circuit-0336

ID: 131523885

short_circuit-0002

ID: 131524139

open_circuit-0282

ID: 131524220

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	150,087
No. of clones	253