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.WasherDryer_6.wav.24000

ID: 123099353

Label: Z_Background

Sample length: 1s

unknown.40b60ae9_nohash_0

ID: 123101381

Label: Z_Background

Sample length: 1s

noise.orig_train.Bus_1.wav.47000

ID: 123100110

Label: Z_Background

Sample length: 1s

noise.orig_train.Field_1.wav.235000

ID: 123099940

Label: Z_Background

Sample length: 1s

noise.orig_test.Munching_5.wav.40000

ID: 123100408

Label: Z_Background

Sample length: 1s

noise.orig_train.AirportAnnouncements_5.wav.59000

ID: 123100221

Label: Z_Background

Sample length: 1s

noise.orig_train.Kitchen_1.wav.283000

ID: 123099888

Label: Z_Background

Sample length: 1s

noise.orig_train.VacuumCleaner_5.wav.9000

ID: 123099456

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	227,494
No. of clones	97