Geodesic Video Stabilization in Transformation Space

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

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33 引用 (Scopus)
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摘要

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.

源语言英语
文章编号7867768
页(从-至)2219-2229
页数11
期刊IEEE Transactions on Image Processing
26
5
DOI
出版状态已出版 - 5月 2017

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Zhang, L., Chen, X. Q., Kong, X. Y., & Huang, H. (2017). Geodesic Video Stabilization in Transformation Space. IEEE Transactions on Image Processing, 26(5), 2219-2229. 文章 7867768. https://doi.org/10.1109/TIP.2017.2676354