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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open_circuit-0375

ID: 131524144

missing_hole-0094

ID: 131524661

short_circuit-0013

ID: 131524123

short_circuit-0093

ID: 131524067

open_circuit-0316

ID: 131524191

short_circuit-0312

ID: 131523901

short_circuit-0122

ID: 131524042

open_circuit-0174

ID: 131524306

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	130,975
No. of clones	232