Zalmotek / Illegal Logging Detection - TinyML Syntiant Public

Target: Cortex-M4F 80MHz Clone this project

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Illegal Logging Detection - TinyML Syntiant

Keyword spotting

About this project

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Data (3,163 samples)

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unknown.9785931e_nohash_0

ID: 123101004

Label: Z_Background

Sample length: 1s

unknown.03431e13_nohash_0

ID: 123101150

Label: Z_Background

Sample length: 1s

noise.orig_train.VacuumCleaner_9.wav.34000

ID: 123099428

Label: Z_Background

Sample length: 1s

noise.orig_train.Square_1.wav.74000

ID: 123099607

Label: Z_Background

Sample length: 1s

noise.orig_train.NeighborSpeaking_9.wav.253000

ID: 123099750

Label: Z_Background

Sample length: 1s

unknown.8b25410a_nohash_4

ID: 123101488

Label: Z_Background

Sample length: 1s

noise.orig_train.Babble_3.wav.43000

ID: 123100171

Label: Z_Background

Sample length: 1s

unknown.e805a617_nohash_0

ID: 123100660

Label: Z_Background

Sample length: 1s

Model accuracy (Unoptimized (float32))

Validation set

100.0%

Test set

99.8%

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

Latency

48 ms.

Peak RAM usage

3.8K

Flash usage

549.9K

Run this model

On any device

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Dataset summary

Data collected

52m 43s

Sensor

audio @ 16KHz

Labels

Chainsaw, Z_Background

Project info

Project ID	126774
Project version	1
License	No license attached
No. of views	227,515
No. of clones	97