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_9.0.0-160000.wav.23q8ef75

ID: 28199599

Label: vacuum

Sample length: 10s

noise.AirConditioner_9.12.1920000-2080000.wav.23q8e38d

ID: 28199653

Label: noise

Sample length: 10s

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

ID: 28199638

Label: noise

Sample length: 10s

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

ID: 28199608

Label: vacuum

Sample length: 10s

noise.DLIVING.8.1280000-1440000.wav.23q8e8v5

ID: 28199637

Label: noise

Sample length: 10s

vacuum.VacuumCleaner_5.1.160000-320000.wav.23q8eaha

ID: 28199619

Label: vacuum

Sample length: 10s

noise.DWASHING.15.2400000-2560000.wav.23q8e9pm

ID: 28199631

Label: noise

Sample length: 10s

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

ID: 28199649

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	12,234
No. of clones	31