Please use this identifier to cite or link to this item: https://hdl.handle.net/10356/103460
Title: Motion capture data recovery using skeleton constrained singular value thresholding
Authors: Tan, Cheen-Hau
Hou, JunHui
Chau, Lap-Pui
Keywords: DRNTU::Engineering::Computer science and engineering::Data
Issue Date: 2014
Source: Tan, C.-H., Hou, J., & Chau, L.-P. Motion capture data recovery using skeleton constrained singular value thresholding. The visual computer.
Series/Report no.: The visual computer
Abstract: Motion capture data could be missing due to imperfections during the acquisition process. Singular Value Thresholding is an effective method to recover missing motion capture data. However, its effectiveness decreases significantly when markers are missing for longer periods of time. To alleviate this problem, we utilize the fact that human bones are rigid to constrain inter-marker distances of specific sets of markers. We extend the Singular Value Thresholding method for mocap recovery to include skeleton constraints. On average, our proposed method improves on the Singular Value Thresholding method by 40%, and performs 4% better than a recent state of the art method at up to 11 times faster computation time.
URI: https://hdl.handle.net/10356/103460
http://hdl.handle.net/10220/24494
DOI: 10.1007/s00371-014-1031-5
Rights: © 2014 Springer-Verlag Berlin Heidelberg. This is the author created version of a work that has been peer reviewed and accepted for publication by The Visual Computer, Springer-Verlag Berlin Heidelberg. It incorporates referee’s comments but changes resulting from the publishing process, such as copyediting, structural formatting, may not be reflected in this document. The published version is available at: [Article DOI: http://dx.doi.org/10.1007/s00371-014-1031-5].
Fulltext Permission: open
Fulltext Availability: With Fulltext
Appears in Collections:EEE Journal Articles

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