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_8.7.1120000-1280000.wav.23q8eepn

ID: 28199607

Label: vacuum

Sample length: 10s

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

ID: 28199631

Label: noise

Sample length: 10s

noise.AirConditioner_7.19.3040000-3200000.wav.23q8e381

ID: 28199648

Label: noise

Sample length: 10s

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

ID: 28199599

Label: vacuum

Sample length: 10s

noise.DWASHING.6.960000-1120000.wav.23q8e97f

ID: 28199636

Label: noise

Sample length: 10s

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

ID: 28199605

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_9.3.480000-640000.wav.23q8ef6p

ID: 28199601

Label: vacuum

Sample length: 10s

vacuum.VacuumCleaner_9.1.160000-320000.wav.23q8ef75

ID: 28199600

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	14,759
No. of clones	31