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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noise.orig_train.CopyMachine_8.wav.152000

ID: 140842300

Label: Background

Sample length: 1s

unknown.3108acca_nohash_1

ID: 140840584

Label: Background

Sample length: 1s

unknown.8b367d88_nohash_1

ID: 140840209

Label: Background

Sample length: 1s

noise.orig_train.ShuttingDoor_4.wav.30000

ID: 140841968

Label: Background

Sample length: 1s

noise.orig_train.WasherDryer_4.wav.442000

ID: 140841695

Label: Background

Sample length: 1s

unknown.fb7eb481_nohash_0

ID: 140840113

Label: Background

Sample length: 1s

noise.orig_train.VacuumCleaner_8.wav.17000

ID: 140842415

Label: Background

Sample length: 1s

Light.3f7p2ice.s8

ID: 140842820

Label: Light

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	243,144
No. of clones	24