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.Cafe_1.wav.238000

ID: 123100079

Label: Z_Background

Sample length: 1s

unknown.da5dadb9_nohash_0

ID: 123100708

Label: Z_Background

Sample length: 1s

unknown.54ad8f22_nohash_1

ID: 123101362

Label: Z_Background

Sample length: 1s

unknown.b4aa9fef_nohash_1

ID: 123100910

Label: Z_Background

Sample length: 1s

unknown.4c432947_nohash_1

ID: 123101598

Label: Z_Background

Sample length: 1s

noise.orig_train.WasherDryer_2.wav.29000

ID: 123099423

Label: Z_Background

Sample length: 1s

noise.orig_train.Bus_1.wav.228000

ID: 123100100

Label: Z_Background

Sample length: 1s

noise.orig_train.CopyMachine_8.wav.58000

ID: 123099996

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	219,066
No. of clones	93