Afonso_Massunari / Frog Detection By Audio Public

Target: Arduino Nano 33 BLE Sense (Cortex-M4F 64MHz) Clone this project

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Frog Detection By Audio

Audio

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Data (6,252 samples)

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peak1_12 (2)

ID: 2009870447

Label: frog

Sample length: 500ms

peak1_hen-5-244315-C-6

ID: 2009867991

Label: ambient

Sample length: 500ms

peak5_hen-2-76868-A-6

ID: 2009869954

Label: ambient

Sample length: 500ms

peak5_crow-3-127890-C-9

ID: 2009869873

Label: ambient

Sample length: 500ms

peak2_16 (66)

ID: 2009871895

Label: frog

Sample length: 500ms

peak5_rooster-1-40730-A-1

ID: 2009870131

Label: ambient

Sample length: 500ms

peak1_0 (35)

ID: 2009870267

Label: frog

Sample length: 500ms

peak3_6 (14)

ID: 2009872759

Label: frog

Sample length: 500ms

Model accuracy (Unoptimized (float32))

Validation set

93.7%

Test set

90.8%

On-device performance (Arduino Nano 33 BLE Sense (Cortex-M4F 64MHz), Quantized (int8))

Latency

130 ms.

Peak RAM usage

11.8K

Flash usage

30.9K

Run this model

On any device

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Dataset summary

Data collected

52m 23s

Sensor

audio @ 16KHz

Labels

ambient, frog

Project info

Project ID	732300
License	3-Clause BSD
No. of views	16
No. of clones	0