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.Washing_1.wav.59000

ID: 123099325

Label: Z_Background

Sample length: 1s

noise.orig_train.Typing_3.wav.36000

ID: 123099497

Label: Z_Background

Sample length: 1s

unknown.235b444f_nohash_2

ID: 123101261

Label: Z_Background

Sample length: 1s

noise.orig_train.CopyMachine_8.wav.102000

ID: 123100000

Label: Z_Background

Sample length: 1s

noise.orig_train.AirportAnnouncements_5.wav.114000

ID: 123100215

Label: Z_Background

Sample length: 1s

unknown.b089169d_nohash_1

ID: 123100867

Label: Z_Background

Sample length: 1s

unknown.460209ac_nohash_2

ID: 123101042

Label: Z_Background

Sample length: 1s

noise.orig_train.NeighborSpeaking_6.wav.115000

ID: 123099770

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	252,970
No. of clones	121