MJRoBot (Marcelo Rovai) / XIAO-ESP32S3-KWS Public

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

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XIAO-ESP32S3-KWS

Keyword spotting

About this project

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Data (6,061 samples)

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unknown.e49428d9_nohash_2

ID: 284997513

Label: unknown

Sample length: 1s

unknown.e6327279_nohash_0

ID: 284997531

Label: unknown

Sample length: 1s

noise.orig_train.Field_1.wav.235000

ID: 284993181

Label: noise

Sample length: 1s

no.84bf12ff_nohash_0

ID: 284985645

Label: no

Sample length: 1s

yes.b97c9f77_nohash_3

ID: 284990740

Label: yes

Sample length: 1s

noise.orig_train.NeighborSpeaking_5.wav.41000

ID: 284993537

Label: noise

Sample length: 1s

yes.f568162b_nohash_3

ID: 284991592

Label: yes

Sample length: 1s

yes.ec201020_nohash_4

ID: 284991438

Label: yes

Sample length: 1s

Model accuracy (Unoptimized (float32))

Validation set

92.1%

Test set

80.0%

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

Latency

37 ms.

Peak RAM usage

15.6K

Flash usage

37.3K

Run this model

On any device

Clone project

Dataset summary

Data collected

1h 42m 50s

Sensor

audio @ 16KHz

Labels

no, noise, unknown, yes

Project info

Project ID	230109
License	Apache 2.0
No. of views	273,434
No. of clones	16