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

dog_howling.1724703399974

ID: 1331409095

Label: dog_howling

Sample length: 1s

dog_howling.1725223239537

ID: 1331410056

Label: dog_howling

Sample length: 1s

dog_howling.1725123651415

ID: 1331409454

Label: dog_howling

Sample length: 1s

dog_barking.1724779621378

ID: 1331409195

Label: dog_barking

Sample length: 1s

dog_howling.1725223823662

ID: 1331410691

Label: dog_howling

Sample length: 1s

dog_barking.1725125630572

ID: 1331409530

Label: dog_barking

Sample length: 1s

dog_howling.1725224013204

ID: 1331410707

Label: dog_howling

Sample length: 1s

noise.56lrjknr.s101

ID: 1331410841

Label: noise

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	180,262
No. of clones	31