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.87070229_nohash_3

ID: 123100987

Label: Z_Background

Sample length: 1s

noise.orig_train.Babble_8.wav.58000

ID: 123100151

Label: Z_Background

Sample length: 1s

noise.orig_train.Car_1.wav.73000

ID: 123100041

Label: Z_Background

Sample length: 1s

noise.orig_train.ShuttingDoor_8.wav.27000

ID: 123099621

Label: Z_Background

Sample length: 1s

unknown.05cf43ef_nohash_2

ID: 123101576

Label: Z_Background

Sample length: 1s

unknown.3efa7ec4_nohash_1

ID: 123101621

Label: Z_Background

Sample length: 1s

noise.orig_test.ShuttingDoor_3.wav.17000

ID: 123100357

Label: Z_Background

Sample length: 1s

unknown.5f9cd2eb_nohash_3

ID: 123101562

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	206,568
No. of clones	89