Edge Impulse Experts / Synthetic KWS Public

Target: Arduino Portenta H7 (Cortex-M7 480MHz) Clone this project

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Synthetic KWS

Keyword spotting

About this project

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Data (300 samples)

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extinguish.1715073328.28

ID: 968724252

Label: extinguish

Sample length: 999ms

illuminate.1715074643.17

ID: 968735183

Label: illuminate

Sample length: 998ms

illuminate.1715002861.0

ID: 967535452

Label: illuminate

Sample length: 999ms

illuminate.1715002861.19

ID: 967538978

Label: illuminate

Sample length: 998ms

656e8bb3_nohash_2

ID: 967626972

Label: z_openset

Sample length: 1s

illuminate.1715074643.16

ID: 968735032

Label: illuminate

Sample length: 999ms

extinguish.1715073328.36

ID: 968727239

Label: extinguish

Sample length: 999ms

extinguish.1715073328.39

ID: 968727731

Label: extinguish

Sample length: 999ms

Model accuracy (Unoptimized (float32))

Validation set

93.8%

Test set

91.7%

On-device performance (Arduino Portenta H7 (Cortex-M7 480MHz), Quantized (int8))

Latency

15 ms.

Peak RAM usage

3.3K

Flash usage

546.7K

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Dataset summary

Data collected

4m 59s

Sensor

audio @ 16KHz

Labels

extinguish, illuminate, z_openset

Project info

Project ID	379737
License	Apache 2.0
No. of views	22,220
No. of clones	8