Lumisafe utilizes advanced machine-learning models as a core part of its privacy-friendly fall detection system. These models are built directly into the Lumisafe device and come pretrained to accurately identify falls. This initial training provides a strong foundation for reliable detection right out of the box, ensuring that the system is ready to function effectively upon installation.

A key feature of Lumisafe is its ability to continue training these AI models locally on the device. This isn't just a static system; it's designed to adapt and improve over time. The local training process allows the machine-learning models to learn from the specific environment in which the Lumisafe device is placed. Every space is unique, and this personalized training helps the model become even more accurate in detecting falls within that particular setting.

The process of local training is entirely contained within the Lumisafe device. It uses the depth sensor data captured by the Time-of-Flight camera. This data, which is inherently privacy-friendly as it doesn't capture identifiable images, is processed and used to refine the built-in AI models. This ensures that all sensitive information remains on the device and is never transmitted externally for training purposes, upholding Lumisafe's commitment to privacy.

By processing and training data 100% locally, Lumisafe provides a level of privacy that is crucial for sensitive environments like restrooms, bathrooms, and healthcare facilities. This local processing, facilitated by open-source hardware solutions, means that the device learns and improves its fall detection accuracy without compromising user privacy. The models become more finely tuned to the specific patterns and characteristics of the installation area.

This continuous, local training capability contributes significantly to the overall effectiveness and user-friendliness of Lumisafe. It ensures high accuracy tailored to the individual environment while maintaining robust privacy protection. This approach makes Lumisafe a reliable and respectful solution for enhancing safety. Lumisafe is set to release in the summer of 2025. You can visit thelumisafe.com to learn more about how this technology works.