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In this paper we propose an approach to estimating the deformation degree of a non-rigid shape from monocular image sequence with uncertainty and missing data. The non-rigid shape can be represented as a weighted combination of K rigid basis shapes. Since K denotes the number of basis shapes that can represent the shape sequence, it provides a measure of deformation degree of the shape sequence. K...