Aurelien Lequertier / TinyMLPerf-ToyConveyor Public

Target: Cortex-M4F 80MHz 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.

TinyMLPerf-ToyConveyor

Audio

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 (2,200 samples)

View all

010002_ToyConveyor_case1_ab96_IND_ch1_0002.24b52v6v

ID: 24895398

Label: anomaly

Sample length: 10s

010004_ToyConveyor_case1_ab18_IND_ch1_0004.24b5362j

ID: 24895333

Label: anomaly

Sample length: 10s

010005_ToyConveyor_case1_ab12_IND_ch1_0005.24b53cqm

ID: 24895271

Label: anomaly

Sample length: 10s

010864_ToyConveyor_case1_normal_IND_ch1_0864.24b4s3e7

ID: 24896048

Label: normal

Sample length: 10s

011631_ToyConveyor_case1_normal_IND_ch1_1631.24b4t92r

ID: 24895628

Label: normal

Sample length: 10s

011240_ToyConveyor_case1_normal_IND_ch1_1240.24b4slub

ID: 24895844

Label: normal

Sample length: 10s

011430_ToyConveyor_case1_normal_IND_ch1_1430.24b4sv1k

ID: 24895744

Label: normal

Sample length: 10s

010001_ToyConveyor_case1_ab50_IND_ch1_0001.24b52ikn

ID: 24895506

Label: anomaly

Sample length: 10s

Model accuracy (Unoptimized (float32))

Validation set

95.2%

Test set

96.0%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

519 ms.

Peak RAM usage

63.3K

Flash usage

37.4K

Run this model

Scan QR code or launch in browser

Launch in browser

Dataset summary

Data collected

6h 6m 40s

Sensor

audio @ 16KHz

Labels

anomaly, normal

Project info

Project ID	29594
Project version	1
License	BSD 3-Clause Clear
No. of views	347,186
No. of clones	3