Zalmotek / Detection of glass breaking of cars windshields, windows - Thingy:53 Public

Target: Cortex-M4F 80MHz Clone this project

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Detection of glass breaking of cars windshields, windows - Thingy:53

Keyword spotting

About this project

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Data (1,272 samples)

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output000000004

ID: 140526808

Label: Background

Sample length: 3s

output000001124

ID: 140526802

Label: Background

Sample length: 3s

output000000057

ID: 140526846

Label: Background

Sample length: 3s

output000000179

ID: 140526919

Label: Background

Sample length: 3s

output000000981

ID: 140526593

Label: Background

Sample length: 3s

output000000320

ID: 140527017

Label: Background

Sample length: 3s

output000000657

ID: 140526377

Label: Background

Sample length: 3s

output000000626

ID: 140526362

Label: Background

Sample length: 3s

Model accuracy (Unoptimized (float32))

Validation set

99.8%

Test set

100.0%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

201 ms.

Peak RAM usage

24.7K

Flash usage

28.9K

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Dataset summary

Data collected

1h 3m 7s

Sensor

audio @ 44.1KHz

Labels

Background, Glass_Breaking

Project info

Project ID	139844
Project version	1
License	Apache 2.0
No. of views	131,481
No. of clones	135