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We propose a new approach to estimate gait kinematics from image sequences taken by a monocular uncalibrated camera. This approach involves two generative models for gait representations in the kinematic and visual spaces, which induce two gait manifolds that characterize the gait variability in terms of the kinematics and visual appearance. A manifold topology enforcement scheme is introduced to...
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