STEADIFACE: REAL-TIME FACE-CENTRIC STABILIZATION ON MOBILE PHONES

被引:0
|
作者
Shi, Fuhao [1 ]
Tsai, Sung-Fang [1 ]
Wang, Youyou [1 ]
Liang, Chia-Kai [1 ]
机构
[1] Google Inc, Mountain View, CA 94043 USA
关键词
video stabilization; real-time processing; mobile platforms; machine learning; CNN;
D O I
10.1109/icip.2019.8803679
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
We present Steadiface, a new real-time face-centric video stabilization method that simultaneously removes hand shake and keeps subject's head stable. We use a CNN to estimate the face landmarks and use them to optimize a stabilized head center. We then formulate an optimization problem to find a virtual camera pose that locates the face to the stabilized head center while retains smooth rotation and translation transitions across frames. We test the proposed method on fieldtest videos and show it stabilizes both the head motion and background. It is robust to large head pose, occlusion, facial appearance variations, and different kinds of camera motions. We show our method advances the state of art in selfie video stabilization by comparing against alternative methods. The whole process runs very efficiently on a modern mobile phone (8.1 ms/frame).
引用
收藏
页码:4599 / 4603
页数:5
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