Edge Impulse Experts / Generative AI powering dog sound classification Public

Target: Xiao ESP32S3 (Sense) Clone this project

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Generative AI powering dog sound classification

Keyword spotting

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Data (2,105 samples)

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dog_howling.1725120906091

ID: 1331409316

Label: dog_howling

Sample length: 1s

dog_howling.1724744050701

ID: 1331409157

Label: dog_howling

Sample length: 1s

dog_barking.1725126018060

ID: 1331409555

Label: dog_barking

Sample length: 1s

noise.56m468g1.s33

ID: 1331411334

Label: noise

Sample length: 1s

dog_howling.1725224525468

ID: 1331410743

Label: dog_howling

Sample length: 1s

noise.56m3nu30.s30

ID: 1331411247

Label: noise

Sample length: 1s

dog_barking.1724780284355

ID: 1331409215

Label: dog_barking

Sample length: 1s

noise.56m1jf02

ID: 1331410932

Label: noise

Sample length: 1s

Model accuracy, Impulse #2 (Unoptimized (float32))

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Validation set

97.6%

Test set

99.0%

On-device performance (Xiao ESP32S3 (Sense), Quantized (int8))

Latency

457 ms.

Peak RAM usage

52.2K

Flash usage

39.1K

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Dataset summary

Data collected

36m 44s

Sensor

audio @ 16KHz

Labels

dog_barking, dog_howling, noise

Project info

Project ID	497492
Project version	3
License	Apache 2.0
No. of views	140,437
No. of clones	25