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.d103dd6e_nohash_0

ID: 140840219

Label: Background

Sample length: 1s

noise.orig_train.CopyMachine_10.wav.208000

ID: 140841906

Label: Background

Sample length: 1s

noise.orig_train.Office_1.wav.81000

ID: 140841569

Label: Background

Sample length: 1s

noise.orig_train.Babble_2.wav.85000

ID: 140841886

Label: Background

Sample length: 1s

noise.orig_train.SqueakyChair_7.wav.20000

ID: 140841713

Label: Background

Sample length: 1s

Light.3f7pd8e8.s5

ID: 140842799

Label: Light

Sample length: 1s

noise.orig_test.Typing_2.wav.129000

ID: 140842417

Label: Background

Sample length: 1s

Kettle.3f7pr7eb.s4

ID: 140842754

Label: Kettle

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	219,870
No. of clones	23