Title :
A fast video stabilization algorithm with unexpected motion prediction strategy
Author :
Yang Zhang ; Yuquan Leng ; Xu He
Author_Institution :
State Key Lab. of Robot., Shenyang Inst. of Autom., Shenyang, China
Abstract :
The vision systems mounted on mobile robots, which are moving on the rugged environment or enduring mechanical vibration, usually suffer from instable video during acquisition. In this paper, a fast video stabilization technique for robot application is presented. The proposed approach takes full advantage of intrinsic characteristics of the unwanted camera motion. There are four main steps involved in the proposed approach: feature extraction, motion estimation, motion compensation and undefined region mosaicing. We began with extracting the global features in 9 sub-regions of the current frame. The blocks with extracted features are matched in the reference frame from predicted start position. The computed motion consists of both expected and unexpected components. They are distinguished by motion smooth process and followed by motion compensation. As the result of frame shifting, some border regions are undefined. To solve this problem, inter-frames data is taken in consideration to fill those regions. A series of experiments with vivid data have been conducted. The results have revealed the effectiveness of the proposed technique.
Keywords :
feature extraction; image segmentation; image sensors; mobile robots; motion compensation; motion estimation; robot vision; video signal processing; extracted features; fast video stabilization algorithm; feature extraction; global features; instable video; interframes data; mechanical vibration; mobile robots; motion compensation; motion estimation; reference frame; robot application; rugged environment; undefined region mosaicing; unexpected motion prediction strategy; unwanted camera motion; vision systems; Cameras; Feature extraction; Motion compensation; Motion estimation; Robot vision systems; Vibrations; Video stabilization; border region mosaicking; mobile robot; motion estimation; motion prediction;
Conference_Titel :
Advanced Intelligent Mechatronics (AIM), 2015 IEEE International Conference on
Conference_Location :
Busan
DOI :
10.1109/AIM.2015.7222597