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

011005_ToyConveyor_case1_normal_IND_ch1_1005.24b4sait

ID: 24895976

Label: normal

Sample length: 10s

010562_ToyConveyor_case1_normal_IND_ch1_0562.24b4rktq

ID: 24896215

Label: normal

Sample length: 10s

010335_ToyConveyor_case1_normal_IND_ch1_0335.24b4r95c

ID: 24896349

Label: normal

Sample length: 10s

011559_ToyConveyor_case1_normal_IND_ch1_1559.24b4t5ko

ID: 24895666

Label: normal

Sample length: 10s

011277_ToyConveyor_case1_normal_IND_ch1_1277.24b4snrd

ID: 24895825

Label: normal

Sample length: 10s

010003_ToyConveyor_case1_ab12_IND_ch1_0003.24b52ui7

ID: 24895410

Label: anomaly

Sample length: 10s

010035_ToyConveyor_case1_normal_IND_ch1_0035.24b4qp8u

ID: 24896525

Label: normal

Sample length: 10s

011322_ToyConveyor_case1_normal_IND_ch1_1322.24b4spt3

ID: 24895797

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	310,036
No. of clones	3