What's the point? Frame-wise Pointing Gesture Recognition with Latent-Dynamic Conditional Random Fields

October 20, 2015 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Christian Wittner, Boris Schauerte, Rainer Stiefelhagen arXiv ID 1510.05879 Category cs.HC: Human-Computer Interaction Cross-listed cs.CV, cs.RO Citations 4 Venue arXiv.org Last Checked 4 months ago
Abstract
We use Latent-Dynamic Conditional Random Fields to perform skeleton-based pointing gesture classification at each time instance of a video sequence, where we achieve a frame-wise pointing accuracy of roughly 83%. Subsequently, we determine continuous time sequences of arbitrary length that form individual pointing gestures and this way reliably detect pointing gestures at a false positive detection rate of 0.63%.
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