Algorithm allows smartwatches to track all types of activity

Scientists from the University of Sussex in the United Kingdom have developed an algorithm enabling smartwatches to track every move without being programmed beforehand.

Current smartwatches, while able to track certain activities like walking and biking, are only able to do so after programming. The algorithm developed by researchers is able to track activities, such as cutting vegetables and writing, as they occur.

"Current activity-recognition systems usually fail because they are limited to recognizing a predefined set of activities, whereas of course human activities are not limited and change with time,” said Hristijan Gjoreski of the University of Sussex.  "Here we present a new machine-learning approach that detects new human activities as they happen in real time, and which outperforms competing approaches.”

Encompassing all activity in real-time allows for better understanding of an individual's everyday activity. By including the tracking of sedentary activity, researchers hope the algorithm could bring smartwatch users closer to understanding their own health.

"Future smartwatches will be able to better analyze and understand our activities by automatically discovering when we engage in some new type of activity,” said Daniel Roggen, head of the Sensor Research Technology Group at the University of Sussex. “This new method for activity discovery paints a far richer, more accurate, picture of daily human life. As well as for fitness and lifestyle trackers, this can be used in healthcare scenarios and in fields such as consumer behavior research."

""
Cara Livernois, News Writer

Cara joined TriMed Media in 2016 and is currently a Senior Writer for Clinical Innovation & Technology. Originating from Detroit, Michigan, she holds a Bachelors in Health Communications from Grand Valley State University.

Around the web

Cardiovascular devices are more likely to be in a Class I recall than any other device type. The FDA's approval process appears to be at least partially responsible, though the agency is working to make some serious changes. We spoke to a researcher who has been tracking these data for years to learn more. 

Updated compensation data includes good news for multiple subspecialties. The new report also examines private equity's impact on employment models and how much male cardiologists earn compared to females.

When drugs are on the FDA’s shortage list, outsourcing facilities can produce their own compounded versions. When the FDA removed tirzepatide from that list with no warning, it created a considerable amount of chaos both behind the scenes and in pharmacies all over the country. 

Trimed Popup
Trimed Popup