# Developing a High-Accuracy Fall Detection Device Using Raspberry Pi and Transformer Models

DevFeed: [Developing a High-Accuracy Fall Detection Device Using Raspberry Pi and Transformer Models](<https://devfeed.tech/articles/developing-a-high-accuracy-fall-detection-device-using-raspberry-pi-and-transformer-models-20855.md>)

Original publisher: [Read original article](<https://ivanursul.com/developing-fall-detection-device-raspberry-pi>)

Author: Ivan Ursul

Published: 2024-11-16T00:00:00Z

Content type: article

Language: en

Sources: [Ivan Ursul](<https://devfeed.tech/sources/ivan-ursul.md>)

Topics: [Raspberry Pi](<https://devfeed.tech/topics/raspberry-pi.md>), [Transformer](<https://devfeed.tech/topics/transformer.md>), [Deep learning](<https://devfeed.tech/topics/deep-learning.md>), [Development](<https://devfeed.tech/topics/development.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [data](<https://devfeed.tech/topics/data.md>), [data-processing](<https://devfeed.tech/topics/data-processing.md>), [Single Board Computer](<https://devfeed.tech/topics/single-board-computer.md>), [Arduino](<https://devfeed.tech/topics/arduino.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [deep-learning](<https://devfeed.tech/tags/deep-learning.md>), [elderly-care](<https://devfeed.tech/tags/elderly-care.md>), [fall-detection](<https://devfeed.tech/tags/fall-detection.md>), [false-positives](<https://devfeed.tech/tags/false-positives.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [java](<https://devfeed.tech/tags/java.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [migrations](<https://devfeed.tech/tags/migrations.md>), [models](<https://devfeed.tech/tags/models.md>), [mongodb](<https://devfeed.tech/tags/mongodb.md>), [motion-detection](<https://devfeed.tech/tags/motion-detection.md>), [prototype](<https://devfeed.tech/tags/prototype.md>), [raspberry-pi](<https://devfeed.tech/tags/raspberry-pi.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [research](<https://devfeed.tech/tags/research.md>), [single-board-computer](<https://devfeed.tech/tags/single-board-computer.md>), [transformers](<https://devfeed.tech/tags/transformers.md>)

## AI overview

This project describes a Raspberry Pi Zero 2W fall-detection device using accelerometer, gyroscope, and barometric pressure sensors. It processes fall and Activities of Daily Living data with Transformer-based deep learning models, with a focus on real-time detection and minimizing false positives.

## Source excerpt

Your browser does not support the audio element. ** Dive into an AI-generated podcast where two virtual hosts discuss the key findings and implications of the featured article and its groundbreaking research." The prototype with the cover removed Falls are a significant concern for the elderly po...