Edge Impulse Experts / Fall_Detection_using_Transformer Public

Target: Arduino Portenta H7 (Cortex-M7 480MHz) 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.

Fall_Detection_using_Transformer

Accelerometer

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 (4,528 samples)

View all

FALL.F02_SA12_R05.s1

ID: 241170948

Label: FALL

Sample length: 4s

ADL.D08_SA18_R03

ID: 241172958

Label: ADL

Sample length: 12s

FALL.F15_SA12_R02.s1

ID: 241170894

Label: FALL

Sample length: 4s

FALL.F08_SA04_R04.s1

ID: 241170974

Label: FALL

Sample length: 4s

FALL.F14_SA19_R03.s1

ID: 241170299

Label: FALL

Sample length: 4s

ADL.D11_SA19_R03

ID: 241172519

Label: ADL

Sample length: 12s

FALL.F03_SE06_R05.s1

ID: 241170621

Label: FALL

Sample length: 4s

FALL.F10_SA02_R05.s1

ID: 241171029

Label: FALL

Sample length: 4s

Model accuracy (Unoptimized (float32))

Validation set

97.4%

Test set

97.3%

On-device performance (Arduino Portenta H7 (Cortex-M7 480MHz), Quantized (int8))

Latency

132 ms.

Peak RAM usage

2.3K

Flash usage

30.6K

Run this model

Scan QR code or launch in browser

Launch in browser

Dataset summary

Data collected

16h 57m 47s

Sensors

accX, accY, accZ @ 50Hz

Labels

ADL, FALL

Project info

Project ID	208622
Project version	2
License	Apache 2.0
No. of views	344,656
No. of clones	206