Zalmotek / Smart Appliance Control Using Voice Commands - Thingy:53 Public

Target: Cortex-M4F 80MHz Clone this project

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Smart Appliance Control Using Voice Commands - Thingy:53

Keyword spotting

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Data (3,409 samples)

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unknown.3cfc6b3a_nohash_1

ID: 140840946

Label: Background

Sample length: 1s

unknown.2b1dffa7_nohash_0

ID: 140840574

Label: Background

Sample length: 1s

unknown.6d7af359_nohash_0

ID: 140840463

Label: Background

Sample length: 1s

noise.orig_test.Typing_1.wav.20000

ID: 140841332

Label: Background

Sample length: 1s

noise.orig_train.Restaurant_1.wav.135000

ID: 140842172

Label: Background

Sample length: 1s

unknown.6e8b9b7b_nohash_0

ID: 140840824

Label: Background

Sample length: 1s

unknown.dff327c5_nohash_1

ID: 140840635

Label: Background

Sample length: 1s

noise.orig_train.Restaurant_1.wav.79000

ID: 140841563

Label: Background

Sample length: 1s

Model accuracy (Unoptimized (float32))

Validation set

99.3%

Test set

97.5%

On-device performance (Cortex-M4F 80MHz, Unoptimized (float32))

Latency

189 ms.

Peak RAM usage

16.8K

Flash usage

26.1K

Run this model

On any device

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Dataset summary

Data collected

56m 49s

Sensor

audio @ 16KHz

Labels

Background, Extractor, Kettle, Light

Project info

Project ID	145818
Project version	1
License	Apache 2.0
No. of views	180,714
No. of clones	11