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

011404_ToyConveyor_case1_normal_IND_ch1_1404.24b4suc1

ID: 24895750

Label: normal

Sample length: 10s

010003_ToyConveyor_case1_ab22_IND_ch1_0003.24b52v6l

ID: 24895397

Label: anomaly

Sample length: 10s

010787_ToyConveyor_case1_normal_IND_ch1_0787.24b4rvaf

ID: 24896103

Label: normal

Sample length: 10s

011023_ToyConveyor_case1_normal_IND_ch1_1023.24b4sbhe

ID: 24895956

Label: normal

Sample length: 10s

010205_ToyConveyor_case1_normal_IND_ch1_0205.24b4r284

ID: 24896430

Label: normal

Sample length: 10s

010004_ToyConveyor_case1_ab48_IND_ch1_0004.24b538gp

ID: 24895313

Label: anomaly

Sample length: 10s

010002_ToyConveyor_case1_ab48_IND_ch1_0002.24b52pre

ID: 24895452

Label: anomaly

Sample length: 10s

010037_ToyConveyor_case1_normal_IND_ch1_0037.24b4qrkg

ID: 24896513

Label: normal

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

On any device

Clone project

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	291,628
No. of clones	3