Zalmotek / Illegal Logging Detection - TinyML Syntiant Public

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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.Park_1.wav.280000

ID: 123099670

Label: Z_Background

Sample length: 1s

chainsaw-01.s16

ID: 123099209

Label: Chainsaw

Sample length: 1s

noise.orig_train.WasherDryer_4.wav.429000

ID: 123099358

Label: Z_Background

Sample length: 1s

noise.orig_train.WasherDryer_3.wav.135000

ID: 123099397

Label: Z_Background

Sample length: 1s

noise.orig_train.SqueakyChair_4.wav.16000

ID: 123099578

Label: Z_Background

Sample length: 1s

noise.orig_train.SqueakyChair_5.wav.15000

ID: 123099574

Label: Z_Background

Sample length: 1s

unknown.833d9f56_nohash_1

ID: 123101184

Label: Z_Background

Sample length: 1s

noise.orig_train.Typing_7.wav.25000

ID: 123099491

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

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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	272,740
No. of clones	140