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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unknown.6124b431_nohash_1

ID: 123101134

Label: Z_Background

Sample length: 1s

chainsaw-07.s2

ID: 123099264

Label: Chainsaw

Sample length: 1s

noise.orig_test.Neighbor_7.wav.28000

ID: 123100369

Label: Z_Background

Sample length: 1s

noise.orig_train.Station_1.wav.259000

ID: 123099540

Label: Z_Background

Sample length: 1s

unknown.ee07dcb9_nohash_0

ID: 123100615

Label: Z_Background

Sample length: 1s

unknown.6cb6eee7_nohash_0

ID: 123101539

Label: Z_Background

Sample length: 1s

unknown.24a3e589_nohash_0

ID: 123101420

Label: Z_Background

Sample length: 1s

unknown.d103dd6e_nohash_0

ID: 123100722

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

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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	274,715
No. of clones	144