Thomas Garcia / vacuum-recognition-demo 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.

vacuum-recognition-demo

Audio

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 (76 samples)

View all

vacuum.VacuumCleaner_7.1.160000-320000.wav.23q8edp2

ID: 28199608

Label: vacuum

Sample length: 10s

noise.DWASHING.26.4160000-4320000.wav.23q8e9qk

ID: 28199629

Label: noise

Sample length: 10s

vacuum.VacuumCleaner_5.2.320000-480000.wav.23q8eaiv

ID: 28199620

Label: vacuum

Sample length: 10s

noise.AirConditioner_2.9.1440000-1600000.wav.23q8e34o

ID: 28199656

Label: noise

Sample length: 10s

noise.DWASHING.27.4320000-4480000.wav.23q8ea6n

ID: 28199628

Label: noise

Sample length: 10s

noise.AirConditioner_10.25.4000000-4160000.wav.23q8e357

ID: 28199654

Label: noise

Sample length: 10s

noise.Babble_2.32.5120000-5280000.wav.23q8e375

ID: 28199651

Label: noise

Sample length: 10s

vacuum.VacuumCleaner_9.1.160000-320000.wav.23q8ef75

ID: 28199600

Label: vacuum

Sample length: 10s

Model accuracy (Unoptimized (float32))

Validation set

100.0%

Test set

96.5%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

29 ms.

Peak RAM usage

7.0K

Flash usage

33.3K

Run this model

On any device

Clone project

Dataset summary

Data collected

12m 40s

Sensor

audio @ 16KHz

Labels

noise, vacuum

Project info

Project ID	31815
Project version	2
License	No license attached
No. of views	12,736
No. of clones	31