Litcius/Paper detail

OptiRing: Low-Resolution Optical Sensing for Subtle Thumb-to-Index Micro-Interactions

Anandghan Waghmare, Roger Boldú, Eric Whitmire, Wolf Kienzle

202311 citationsDOIOpen Access PDF

Abstract

We present OptiRing, a ring-based wearable device that enables subtle single-handed micro-interactions using low-resolution camera-based sensing. We demonstrate that our approach can work with ultra-low image resolutions (e.g., 5 × 5 pixels), which is instrumental in addressing privacy concerns and reducing computational needs. Using a miniature camera, OptiRing supports thumb-to-index finger gestures, such as stateful pinch and left/right swipes, as well as continuous 1-DOF input. We present a modeling approach that uses heuristic-based methods to identify interactions and machine learning for input gating, generalizing recognition across users and sessions. We assess this technique’s capabilities, accuracy, and limitations through a user study with 15 participants. OptiRing achieved 93.1% accuracy in gesture recognition, 99.8% accuracy for stateful pinch gestures, and a minimal number of false positives. Further, we validate OptiRing’s ability to handle continuous 1D input in a Fitts’ law study. We discuss these findings, the tradeoff between resolution and interaction accuracy, and the potential of this technology, which can help address challenges associated with optical sensing for input.

Topics & Concepts

Computer scienceGestureArtificial intelligenceWearable computerComputer visionIndex fingerFalse positive paradoxHeuristicPixelHuman–computer interactionEmbedded systemLinguisticsPhilosophyTactile and Sensory InteractionsInteractive and Immersive DisplaysAdvanced Sensor and Energy Harvesting Materials