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_8.9.1440000-1600000.wav.23q8ef50

ID: 28199604

Label: vacuum

Sample length: 10s

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

ID: 28199624

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_9.0.0-160000.wav.23q8ef75

ID: 28199599

Label: vacuum

Sample length: 10s

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

ID: 28199625

Label: vacuum

Sample length: 10s

noise.Babble_4.3.480000-640000.wav.23q8e3ec

ID: 28199645

Label: noise

Sample length: 10s

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

ID: 28199619

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_5.0.0-160000.wav.23q8eaif

ID: 28199622

Label: vacuum

Sample length: 10s

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

ID: 28199637

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	10,706
No. of clones	31