BoMW: Bag of Manifold Words for One-Shot Learning Gesture Recognition From Kinect

IEEE Transactions on Circuits and Systems for Video Technology, pp. 2562-2573, 2018.

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Abstract:

In this paper, we study one-shot learning gesture recognition on RGB-D data recorded from Microsoft's Kinect. To this end, we propose a novel bag of manifold words (BoMW)-based feature representation on symmetric positive definite (SPD) manifolds. In particular, we use covariance matrices to extract local features from RGB-D data due ...More

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