Geodesic Video Stabilization in Transformation Space

Lei Zhang, Xiao Quan Chen, Xin Yi Kong, Hua Huang

Research output: Contribution to journalArticlepeer-review

35 Citations (Scopus)

Abstract

We present a novel formulation of video stabilization in the space of geometric transformations. With the setting of the Riemannian metric, the optimized smooth path is cast as the geodesics on the Lie group embedded in transformation space. While solving the geodesics has a closed-form expression in a certain space, path smoothing can be easily implemented by using geometric interpolation, rather than optimizing any space-Time energy function. Specially, by using the geodesic solution in the space of rigid transformations, our approach even gains speedup 10\times faster than state-of-The-Art methods for path smoothing and motion compensation, and guarantees no extra distortion drawn into the stabilized frames. The experiments demonstrate the efficiency and effectiveness of our algorithm on stabilizing a variety of shaky videos.

Original languageEnglish
Article number7867768
Pages (from-to)2219-2229
Number of pages11
JournalIEEE Transactions on Image Processing
Volume26
Issue number5
DOIs
Publication statusPublished - May 2017

Keywords

  • Lie group
  • Video stabilization
  • geodesics
  • geometric transformation

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