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.b12bef84_nohash_0

ID: 140840961

Label: Background

Sample length: 1s

noise.orig_train.Square_1.wav.165000

ID: 140841947

Label: Background

Sample length: 1s

noise.orig_train.AirConditioner_9.wav.25000

ID: 140841471

Label: Background

Sample length: 1s

noise.orig_train.Traffic_1.wav.91000

ID: 140841302

Label: Background

Sample length: 1s

unknown.f5d09ebd_nohash_0

ID: 140839924

Label: Background

Sample length: 1s

noise.doing_the_dishes.wav.66000

ID: 140841984

Label: Background

Sample length: 1s

Light.3f7piimu.s2

ID: 140842788

Label: Light

Sample length: 1s

unknown.cc6ee39b_nohash_2

ID: 140841161

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	250,731
No. of clones	25