Adam Milton-Barker / Hospital Bed Occupancy Detection 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.

Hospital Bed Occupancy Detection

An AI project using Edge Impulse & Arduino Nano BLE Sense to monitor hospital bed occupancy

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 (121 samples)

View all

Occupied.3nptml6i

ID: 177516387

Label: Occupied

Sample length: 1s

Idle.3nq4gsr6

ID: 177516344

Label: Idle

Sample length: 1s

Vacant.3nq3biq6

ID: 177516346

Label: Vacant

Sample length: 780ms

Occupied.3npvlm48

ID: 177516380

Label: Occupied

Sample length: 890ms

Occupied.3nq2sfp9

ID: 177516355

Label: Occupied

Sample length: 730ms

Occupied.3npvobmd

ID: 177516376

Label: Occupied

Sample length: 750ms

Idle.3nq4p0p4

ID: 177516330

Label: Idle

Sample length: 1s

Occupied.3npv9c0c

ID: 177516385

Label: Occupied

Sample length: 810ms

Model accuracy (Unoptimized (float32))

Validation set

100.0%

Test set

100.0%

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

Latency

64 ms.

Peak RAM usage

8.0K

Flash usage

18.4K

Run this model

On any device

Clone project

Dataset summary

Data collected

1m 45s

Sensors

accX, accY, accZ, gyrX, gyrY, gyrZ, magX, magY, magZ @ 100Hz

Labels

Idle, Occupied, Vacant

Project info

Project ID	181529
Project version	2
License	Apache 2.0
No. of views	26,392
No. of clones	32