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

010820_ToyConveyor_case1_normal_IND_ch1_0820.24b4s1ap

ID: 24896076

Label: normal

Sample length: 10s

010005_ToyConveyor_case1_ab42_IND_ch1_0005.24b53euf

ID: 24895248

Label: anomaly

Sample length: 10s

010881_ToyConveyor_case1_normal_IND_ch1_0881.24b4s4ff

ID: 24896037

Label: normal

Sample length: 10s

010003_ToyConveyor_case1_ab45_IND_ch1_0003.24b530pg

ID: 24895383

Label: anomaly

Sample length: 10s

010251_ToyConveyor_case1_normal_IND_ch1_0251.24b4r5cv

ID: 24896390

Label: normal

Sample length: 10s

011241_ToyConveyor_case1_normal_IND_ch1_1241.24b4sm6d

ID: 24895843

Label: normal

Sample length: 10s

010998_ToyConveyor_case1_normal_IND_ch1_0998.24b4s9pu

ID: 24895982

Label: normal

Sample length: 10s

010003_ToyConveyor_case1_ab88_IND_ch1_0003.24b53401

ID: 24895356

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	357,381
No. of clones	4