Edge Impulse Experts / Generative AI powering dog sound classification Public

Target: Xiao ESP32S3 (Sense) Clone this project

Welcome to Edge Impulse, the largest community of edge AI developers!
This is a public Edge Impulse project, use the navigation bar to see all data and models in this project; or clone to retrain or deploy to any edge device.

Generative AI powering dog sound classification

Keyword spotting

About this project

This public Edge Impulse project does not have a README yet. Clone this project to add new data or retrain this project, or to deploy this project to a device.

Data (2,105 samples)

View all

noise.56m1t3h4

ID: 1331410984

Label: noise

Sample length: 1s

noise.56lrjknr.s41

ID: 1331410793

Label: noise

Sample length: 1s

noise.56m3nu30.s86

ID: 1331411296

Label: noise

Sample length: 1s

noise.56m468g1.s7

ID: 1331411311

Label: noise

Sample length: 1s

dog_barking.1725127089719

ID: 1331409614

Label: dog_barking

Sample length: 1s

dog_howling.1724703251830

ID: 1331409080

Label: dog_howling

Sample length: 1s

dog_howling.1725121460950

ID: 1331409363

Label: dog_howling

Sample length: 1s

dog_howling.1725123090495

ID: 1331409429

Label: dog_howling

Sample length: 1s

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

View 3 other experiments

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

Run this model

Scan QR code or launch in browser

Launch in browser

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	161,069
No. of clones	27