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.888a0c49_nohash_0

ID: 123101181

Label: Z_Background

Sample length: 1s

unknown.a4b21cbc_nohash_1

ID: 123100980

Label: Z_Background

Sample length: 1s

noise.orig_train.CopyMachine_6.wav.11000

ID: 123100008

Label: Z_Background

Sample length: 1s

noise.orig_train.Station_1.wav.243000

ID: 123099534

Label: Z_Background

Sample length: 1s

unknown.063d48cf_nohash_0

ID: 123101343

Label: Z_Background

Sample length: 1s

noise.orig_test.Munching_7.wav.12000

ID: 123100396

Label: Z_Background

Sample length: 1s

noise.orig_train.Square_1.wav.61000

ID: 123099609

Label: Z_Background

Sample length: 1s

noise.orig_train.Park_1.wav.37000

ID: 123099688

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	238,887
No. of clones	110