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-0265

ID: 131523936

missing_hole-0093

ID: 131524660

short_circuit-0172

ID: 131524009

short_circuit-0312

ID: 131523901

open_circuit-0064

ID: 131524393

open_circuit-0253

ID: 131524239

short_circuit-0360

ID: 131523856

open_circuit-0295

ID: 131524209

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	158,600
No. of clones	261