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-0128

ID: 131524039

short_circuit-0153

ID: 131524024

missing_hole-0294

ID: 131524499

short_circuit-0239

ID: 131523958

short_circuit-0062

ID: 131524090

short_circuit-0235

ID: 131523955

short_circuit-0316

ID: 131523897

open_circuit-0146

ID: 131524330

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	152,473
No. of clones	255