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.AirConditioner_7.wav.112000

ID: 123100277

Label: Z_Background

Sample length: 1s

noise.orig_train.VacuumCleaner_7.wav.9000

ID: 123099450

Label: Z_Background

Sample length: 1s

unknown.cb72dfb6_nohash_2

ID: 123100775

Label: Z_Background

Sample length: 1s

unknown.b4ea0d9a_nohash_0

ID: 123100911

Label: Z_Background

Sample length: 1s

noise.orig_train.Station_1.wav.239000

ID: 123099537

Label: Z_Background

Sample length: 1s

unknown.39999a0f_nohash_0

ID: 123101084

Label: Z_Background

Sample length: 1s

noise.orig_train.NeighborSpeaking_8.wav.7000

ID: 123099772

Label: Z_Background

Sample length: 1s

chainsaw-07.s18

ID: 123099247

Label: Chainsaw

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

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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	219,052
No. of clones	93