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Optimal feature points for tracking multiple moving objects in active camera model

delete2015-08-08
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A
Aziz Karamiani
N
Nacer Farajzadeh *
DOI:10.1007/s11042-015-2823-ydelete
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摘要

摘要

En 中文
Object tracking is an important task in computer vision that is essential for higher level vision applications such as surveillance systems, human-computer interaction, industrial control, smart compression of video, and robotics. Tracking, however, cannot be easily accomplished due to challenges such as real-time processing, occlusions, changes in intensity, abrupt motions, variety of objects, and mobile platforms. In this paper, we propose a new method to estimate and eliminate the camera motion in mobile platforms, and accordingly, we propose a set of optimal feature points for accurate tracking. Experimental results on different videos show that the proposed method estimates camera motion very well and eliminate its effect on tracking moving objects. And the use of optimal feature points results in a promising tracking. The proposed method in terms of accuracy and processing time has desirable results compared to the state-of-the-art methods.
Keyword:
Tracking
Camera motion estimation
Good features to track
KLT
Active camera
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期刊

Multimedia Tools and Applications 封面图
Multimedia Tools and Applications
IF:
3
论文数:
2.0W
被引数:
3.2W

机构

Azarbaijan Shahid Madani University 封面图
Azarbaijan Shahid Madani University
学者数:
1.3K
论文数: 1.4K
被引数: 1.3K
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