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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noise.orig_train.Field_1.wav.219000

ID: 123099941

Label: Z_Background

Sample length: 1s

noise.orig_train.Square_1.wav.103000

ID: 123099606

Label: Z_Background

Sample length: 1s

noise.orig_train.Typing_9.wav.31000

ID: 123099475

Label: Z_Background

Sample length: 1s

unknown.063d48cf_nohash_0

ID: 123101343

Label: Z_Background

Sample length: 1s

noise.orig_train.Station_1.wav.296000

ID: 123099538

Label: Z_Background

Sample length: 1s

noise.orig_train.Babble_2.wav.5000

ID: 123100187

Label: Z_Background

Sample length: 1s

unknown.19a1e5c7_nohash_0

ID: 123101432

Label: Z_Background

Sample length: 1s

noise.orig_train.AirportAnnouncements_10.wav.41000

ID: 123100196

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	180,862
No. of clones	78