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articleTop 1% cited

Soli

ACM Transactions on Graphics · 2016 · Vol. 35(4) · pp. 1–19
Jaime LienNicholas GillianMustafa Emre KaragozlerPatrick M. AmihoodCarsten SchwesigErik M. OlsonHakim RajaIvan Poupyrev

Abstract

This paper presents Soli , a new, robust, high-resolution, low-power, miniature gesture sensing technology for human-computer interaction based on millimeter-wave radar. We describe a new approach to developing a radar-based sensor optimized for human-computer interaction, building the sensor architecture from the ground up with the inclusion of radar design principles, high temporal resolution gesture tracking, a hardware abstraction layer (HAL), a solid-state radar chip and system architecture, interaction models and gesture vocabularies, and gesture recognition. We demonstrate that Soli can be used for robust gesture recognition and can track gestures with sub-millimeter accuracy, running at over 10,000 frames per second on embedded hardware.

Hand Gesture Recognition SystemsGaze Tracking and Assistive TechnologyTactile and Sensory InteractionsGestureGesture recognitionComputer scienceRadarTracking (education)Extremely high frequencyComputer visionAbstractionArtificial intelligenceComputer hardware
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925
FWCI
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89
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References
Real-time human pose recognition in parts from single depth images
Communications of the ACM · 2013 · 2,049 citations
Real-Time Hand Gesture Detection and Recognition Using Bag-of-Features and Support Vector Machine Techniques
IEEE Transactions on Instrumentation and Measurement · 2011 · 480 citations
Random Forests
Machine Learning · 2001 · 121,242 citations
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