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.AirConditioner_9.28.4480000-4640000.wav.23q8e3ar

ID: 28199646

Label: noise

Sample length: 10s

vacuum.VacuumCleaner_6.1.160000-320000.wav.23q8ecol

ID: 28199613

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_1.1.160000-320000.wav.23q8ea9d

ID: 28199627

Label: vacuum

Sample length: 10s

noise.Babble_1.20.3200000-3360000.wav.23q8e37g

ID: 28199652

Label: noise

Sample length: 10s

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

ID: 28199624

Label: vacuum

Sample length: 10s

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

ID: 28199598

Label: vacuum

Sample length: 10s

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

ID: 28199609

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_3.1.160000-320000.wav.23q8eaj3

ID: 28199621

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	13,984
No. of clones	31