Thomas Garcia / vacuum-recognition-demo Public

Target: Cortex-M4F 80MHz Clone this project

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vacuum-recognition-demo

Audio

About this project

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Data (76 samples)

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vacuum.VacuumCleaner_8.9.1440000-1600000.wav.23q8ef50

ID: 28199604

Label: vacuum

Sample length: 10s

noise.Babble_4.0.0-160000.wav.23q8e37g

ID: 28199649

Label: noise

Sample length: 10s

vacuum.VacuumCleaner_5.3.480000-640000.wav.23q8eajq

ID: 28199615

Label: vacuum

Sample length: 10s

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

ID: 28199608

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_9.2.320000-480000.wav.23q8ef6m

ID: 28199598

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_7.0.0-160000.wav.23q8edgv

ID: 28199617

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_8.10.1600000-1760000.wav.23q8eeub

ID: 28199605

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_3.2.320000-480000.wav.23q8eail

ID: 28199616

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

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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	14,917
No. of clones	31