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

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Data (3,163 samples)

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chainsaw-03.s10

ID: 123099204

Label: Chainsaw

Sample length: 1s

unknown.65d14087_nohash_0

ID: 123101338

Label: Z_Background

Sample length: 1s

unknown.43f57297_nohash_1

ID: 123101375

Label: Z_Background

Sample length: 1s

noise.orig_train.Babble_1.wav.69000

ID: 123100186

Label: Z_Background

Sample length: 1s

unknown.87014d40_nohash_0

ID: 123101060

Label: Z_Background

Sample length: 1s

noise.orig_train.Bus_1.wav.261000

ID: 123100096

Label: Z_Background

Sample length: 1s

noise.orig_test.Munching_7.wav.5000

ID: 123100397

Label: Z_Background

Sample length: 1s

unknown.ec201020_nohash_4

ID: 123100620

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	214,030
No. of clones	89