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

ID: 28199605

Label: vacuum

Sample length: 10s

noise.DWASHING.33.5280000-5440000.wav.23q8ea7h

ID: 28199632

Label: noise

Sample length: 10s

noise.DKITCHEN.24.3840000-4000000.wav.23q8e43a

ID: 28199638

Label: noise

Sample length: 10s

vacuum.VacuumCleaner_9.4.640000-800000.wav.23q8ef7e

ID: 28199602

Label: vacuum

Sample length: 10s

noise.Babble_5.23.3680000-3840000.wav.23q8e3k7

ID: 28199643

Label: noise

Sample length: 10s

noise.Babble_6.29.4640000-4800000.wav.23q8e3mh

ID: 28199647

Label: noise

Sample length: 10s

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

ID: 28199624

Label: vacuum

Sample length: 10s

noise.Babble_7.11.1760000-1920000.wav.23q8e3vd

ID: 28199639

Label: noise

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	13,157
No. of clones	31