个人信息Personal Information
教授
硕士生导师
性别:女
毕业院校:大连理工大学
学位:博士
所在单位:信息与通信工程学院
学科:信号与信息处理
办公地点:创新园大厦A516房间
联系方式:maxh@dlut.edu.cn
电子邮箱:maxh@dlut.edu.cn
Video Stabilization Based on Adaptive Local Subspace of Feature Point Classification
点击次数:
论文类型:会议论文
发表时间:2016-01-01
收录刊物:CPCI-S
页面范围:575-579
关键字:feature point classification; adaptive local subpace; homography consistency; video stabilization
摘要:Video stabilization removes jitters from shaking videos, which enhances videos quality to achieve stable and comfortable ones. In this paper, we propose a novel method for video stabilization. First, we classify feature points into inliers and outliers based on the global motion estimation to exclude the feature points on moving objects to stabilize camera movements without the interference of outliers. Second, we assemble the trajectory matrix with inlier trajectories across adaptive frames to guarantee sufficient complete trajectories for factorization. Then every frame is smoothed in separate local subspace. This model is more flexible than a global subspace. In addition, to make the inter-frame transition consistent, we exploit homography consistency to alleviate the abrupt transition of inter-frame segments. Experiments demonstrate that our results are comparable with the state-of-the-art methods.