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

About this project

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Data (1,140 items)

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short_circuit-0168

ID: 131524012

missing_hole-0237

ID: 131524545

open_circuit-0246

ID: 131524241

open_circuit-0074

ID: 131524384

short_circuit-0122

ID: 131524042

open_circuit-0022

ID: 131524416

short_circuit-0351

ID: 131523864

short_circuit-0349

ID: 131523866

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

Run this model

On any device

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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	133,930
No. of clones	238