Edge Impulse Experts / Manufactured PCBs Defects Detection Public

Target: Cortex-M4F 80MHz Clone this project

Welcome to Edge Impulse, the largest community of edge AI developers!
This is a public Edge Impulse project, use the navigation bar to see all data and models in this project; or clone to retrain or deploy to any edge device.

Manufactured PCBs Defects Detection

Object detection

About this project

This public Edge Impulse project does not have a README yet. Clone this project to add new data or retrain this project, or to deploy this project to a device.

Data (1,140 items)

View all

short_circuit-0033

ID: 131524119

open_circuit-0190

ID: 131524288

short_circuit-0064

ID: 131524089

short_circuit-0216

ID: 131523972

missing_hole-0150

ID: 131524610

missing_hole-0030

ID: 131524707

short_circuit-0027

ID: 131524129

open_circuit-0331

ID: 131524170

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

Clone project

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	117,808
No. of clones	209