Thomas Garcia / vacuum-recognition-demo Public

Target: Cortex-M4F 80MHz Clone this project

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vacuum-recognition-demo

Audio

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Data (76 samples)

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noise.DKITCHEN.13.2080000-2240000.wav.23q8e431

ID: 28199642

Label: noise

Sample length: 10s

noise.DWASHING.22.3520000-3680000.wav.23q8e9s8

ID: 28199630

Label: noise

Sample length: 10s

vacuum.VacuumCleaner_1.2.320000-480000.wav.23q8eac0

ID: 28199625

Label: vacuum

Sample length: 10s

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

ID: 28199617

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_7.2.320000-480000.wav.23q8edp4

ID: 28199609

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_2.2.320000-480000.wav.23q8eaad

ID: 28199623

Label: vacuum

Sample length: 10s

noise.Babble_4.35.5600000-5760000.wav.23q8e3jb

ID: 28199644

Label: noise

Sample length: 10s

vacuum.VacuumCleaner_2.1.160000-320000.wav.23q8eac6

ID: 28199624

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	13,243
No. of clones	31