Background The use of ring-shaped wearables for finger gesture recognition has been widely explored, with numerous sensing methods developed to detect hand movements, actions, and object interactions. While innovative approaches—such as inertial measurement units (IMUs) and electrical sensing techniques—have shown promise, camera-based...

Background Machine learning is the capability of machines to interpret intelligent behavior. A subset of this is gesture recognition which allows for virtual gesture control, allowing users to manipulate the virtual environment using the real-world gestures. Current technologies available for gesture recognition are a variety of sensors to better...