MJRoBot (Marcelo Rovai) / Nicla-Vision-KWS Public

Target: Arduino Nicla Vision (Cortex-M7 480MHz) Clone this project

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Nicla-Vision-KWS

Keyword spotting

About this project

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Data (6,063 samples)

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no.14c7b073_nohash_4

ID: 637835896

Label: no

Sample length: 1s

yes.c98bbbd3_nohash_0

ID: 637833406

Label: yes

Sample length: 1s

unknown.29229c21_nohash_2

ID: 637830390

Label: unknown

Sample length: 1s

yes.5e033479_nohash_0

ID: 637834407

Label: yes

Sample length: 1s

yes.2dce72b3_nohash_1

ID: 637834524

Label: yes

Sample length: 1s

yes.b49caed3_nohash_0

ID: 637833530

Label: yes

Sample length: 1s

no.f632210f_nohash_0

ID: 637834669

Label: no

Sample length: 1s

yes.050170cb_nohash_2

ID: 637833767

Label: yes

Sample length: 1s

Model accuracy (Unoptimized (float32))

Validation set

91.1%

Test set

75.9%

On-device performance (Arduino Nicla Vision (Cortex-M7 480MHz), Quantized (int8))

Latency

35 ms.

Peak RAM usage

15.6K

Flash usage

31.2K

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Dataset summary

Data collected

1h 42m 52s

Sensor

audio @ 16KHz

Labels

no, noise, unknown, yes

Project info

Project ID	292418
Project version	1
License	Apache 2.0
No. of views	306,956
No. of clones	97