REAL-TIME MOTION DETECTION BASED ON DISCRETE COSINE TRANSFORM

被引:0
|
作者
Oh, Tae-Hyun [1 ]
Lee, Joon-Young [1 ]
Kweon, In So [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Robot & Comp Vis Lab, Seoul, South Korea
来源
2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012) | 2012年
关键词
Motion detection; discrete cosine transform; video surveillance; change detection; BACKGROUND SUBTRACTION; ROBUST;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
We present a motion detection algorithm by a change detection filter matrix derived from Discrete Cosine Transform. Recently, a Fourier reconstruction scheme shows good results for motion detection. However, its computational cost is a major drawback. We revisit the problem and achieve two orders of magnitude faster than the previous algorithm with better performance. The proposed algorithm runs at about 800 frames per second for VGA resolution images on a consumer hardware by using only integer matrix multiplication and the symmetric property of the change detection filter matrix. In addition, our algorithm is fundamentally robust to sudden illumination changes because it works based on edge information. We verify our algorithm with challenging datasets that contain strong and sudden illumination changes.
引用
收藏
页码:2381 / 2384
页数:4
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