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.Hallway_1.wav.284000

ID: 140842288

Label: Background

Sample length: 1s

noise.orig_test.ShuttingDoor_2.wav.8000

ID: 140842525

Label: Background

Sample length: 1s

noise.orig_train.Square_1.wav.114000

ID: 140841967

Label: Background

Sample length: 1s

noise.orig_train.WasherDryer_6.wav.9000

ID: 140841921

Label: Background

Sample length: 1s

unknown.5a5721f8_nohash_4

ID: 140841214

Label: Background

Sample length: 1s

unknown.d264f7b6_nohash_0

ID: 140840057

Label: Background

Sample length: 1s

unknown.c2dccf38_nohash_0

ID: 140840393

Label: Background

Sample length: 1s

unknown.39ec87ac_nohash_2

ID: 140840388

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	226,027
No. of clones	24