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    • 1. 发明申请
    • Methods and Apparatus for Subspace Video Stabilization
    • 子空间视频稳定方法与装置
    • US20130120600A1
    • 2013-05-16
    • US12953703
    • 2010-11-24
    • Hailin JinAseem O. AgarwalaJue WangMichael L. GleicherFeng Liu
    • Hailin JinAseem O. AgarwalaJue WangMichael L. GleicherFeng Liu
    • H04N5/228
    • G06T7/262H04N5/23254H04N5/23267
    • Methods, apparatus, and computer-readable storage media for subspace video stabilization. A subspace video stabilization technique may provide a robust and efficient approach to video stabilization that achieves high-quality camera motion for a wide range of videos. The technique may transform a set of input two-dimensional (2D) motion trajectories so that they are both smooth and resemble visually plausible views of the imaged scene; this may be achieved by enforcing subspace constraints on feature trajectories while smoothing them. The technique may assemble tracked features in the video into a trajectory matrix, factor the trajectory matrix into two low-rank matrices, and perform filtering or curve fitting in a low-dimensional linear space. The technique may employ a moving factorization technique that is both efficient and streamable.
    • 用于子空间视频稳定的方法,装置和计算机可读存储介质。 子空间视频稳定技术可以提供用于视频稳定的鲁棒且有效的方法,其实现针对各种视频的高质量相机运动。 该技术可以转换一组输入二维(2D)运动轨迹,使得它们是平滑的,并且类似于成像场景的视觉上合理的视图; 这可以通过对特征轨迹执行子空间约束来实现,同时平滑它们。 该技术可以将视频中的跟踪特征组合成轨迹矩阵,将轨迹矩阵归因为两个低阶矩阵,并在低维线性空间中执行滤波或曲线拟合。 该技术可以采用既有效又可流动的移动因式分解技术。
    • 2. 发明授权
    • Methods and apparatus for subspace video stabilization
    • 用于子空间视频稳定的方法和装置
    • US08872928B2
    • 2014-10-28
    • US12953703
    • 2010-11-24
    • Hailin JinAseem O. AgarwalaJue WangMichael L. GleicherFeng Liu
    • Hailin JinAseem O. AgarwalaJue WangMichael L. GleicherFeng Liu
    • H04N5/228H04N5/232G06T7/20
    • G06T7/262H04N5/23254H04N5/23267
    • Methods, apparatus, and computer-readable storage media for subspace video stabilization. A subspace video stabilization technique may provide a robust and efficient approach to video stabilization that achieves high-quality camera motion for a wide range of videos. The technique may transform a set of input two-dimensional (2D) motion trajectories so that they are both smooth and resemble visually plausible views of the imaged scene; this may be achieved by enforcing subspace constraints on feature trajectories while smoothing them. The technique may assemble tracked features in the video into a trajectory matrix, factor the trajectory matrix into two low-rank matrices, and perform filtering or curve fitting in a low-dimensional linear space. The technique may employ a moving factorization technique that is both efficient and streamable.
    • 用于子空间视频稳定的方法,装置和计算机可读存储介质。 子空间视频稳定技术可以提供用于视频稳定的鲁棒且有效的方法,其实现针对各种视频的高质量相机运动。 该技术可以转换一组输入二维(2D)运动轨迹,使得它们是平滑的,并且类似于成像场景的视觉上合理的视图; 这可以通过对特征轨迹执行子空间约束来实现,同时平滑它们。 该技术可以将视频中的跟踪特征组合成轨迹矩阵,将轨迹矩阵归因为两个低阶矩阵,并在低维线性空间中执行滤波或曲线拟合。 该技术可以采用既有效又可流动的移动因式分解技术。