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.1725136807634

ID: 1331409915

Label: dog_howling

Sample length: 1s

dog_barking.1724782751355

ID: 1331409286

Label: dog_barking

Sample length: 1s

dog_howling.1725123200732

ID: 1331409435

Label: dog_howling

Sample length: 1s

noise.56m1mcaf

ID: 1331410952

Label: noise

Sample length: 1s

noise.56m1k8j6

ID: 1331410939

Label: noise

Sample length: 1s

dog_barking.1725124700624

ID: 1331409475

Label: dog_barking

Sample length: 1s

dog_barking.1725131707351

ID: 1331409854

Label: dog_barking

Sample length: 1s

dog_howling.1724744564001

ID: 1331409175

Label: dog_howling

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	203,921
No. of clones	43