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

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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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noise.orig_test.Typing_2.wav.6000

ID: 140842539

Label: Background

Sample length: 1s

noise.orig_test.Babble_4.wav.70000

ID: 140841645

Label: Background

Sample length: 1s

noise.orig_train.Typing_8.wav.109000

ID: 140842434

Label: Background

Sample length: 1s

noise.orig_train.CopyMachine_3.wav.11000

ID: 140841562

Label: Background

Sample length: 1s

unknown.b97c9f77_nohash_1

ID: 140840974

Label: Background

Sample length: 1s

noise.orig_train.CopyMachine_10.wav.197000

ID: 140841925

Label: Background

Sample length: 1s

unknown.5fc3ed24_nohash_1

ID: 140841211

Label: Background

Sample length: 1s

unknown.f2e9b610_nohash_1

ID: 140840976

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

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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	288,517
No. of clones	27