Edge Impulse Experts / Snoring_Detection_by_Wamiq_Raza Public

Target: Cortex-M4F 80MHz Clone this project

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Snoring_Detection_by_Wamiq_Raza

Keyword spotting

About this project

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Data (993 samples)

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0_82

ID: 125960853

Label: No Snoring

Sample length: 1s

1_370

ID: 125960227

Label: Snoring

Sample length: 1s

0_265

ID: 125960707

Label: No Snoring

Sample length: 1s

0_444

ID: 125960569

Label: No Snoring

Sample length: 1s

0_360

ID: 125960630

Label: No Snoring

Sample length: 1s

0_208

ID: 125960757

Label: No Snoring

Sample length: 1s

0_378

ID: 125960616

Label: No Snoring

Sample length: 1s

1_463

ID: 125960152

Label: Snoring

Sample length: 1s

Model accuracy (Unoptimized (float32))

Validation set

93.7%

Test set

97.4%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

24 ms.

Peak RAM usage

11.8K

Flash usage

35.4K

Run this model

On any device

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Dataset summary

Data collected

16m 33s

Sensor

audio @ 44.1KHz

Labels

No Snoring, Snoring, unknown

Project info

Project ID	109559
Project version	1
License	No license attached
No. of views	104,836
No. of clones	243