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.1725137136934

ID: 1331409940

Label: dog_howling

Sample length: 1s

noise.56m21u8a

ID: 1331411008

Label: noise

Sample length: 1s

dog_howling.1725137834299

ID: 1331409979

Label: dog_howling

Sample length: 1s

noise.56m3nu30.s44

ID: 1331411260

Label: noise

Sample length: 1s

dog_barking.1724782688319

ID: 1331409280

Label: dog_barking

Sample length: 1s

dog_barking.1724783576741

ID: 1331409300

Label: dog_barking

Sample length: 1s

noise.56m2fh39.s74

ID: 1331411086

Label: noise

Sample length: 1s

dog_barking.1725126507456

ID: 1331409579

Label: dog_barking

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	187,929
No. of clones	37