中南民族大学学报(自然科学版)
中南民族大學學報(自然科學版)
중남민족대학학보(자연과학판)
JOURNAL OF SOUTH-CENTRAL UNIVERSITY FOR NATIONALITIES(NATURAL SCIENCE EDITION)
2015年
1期
83-88
,共6页
侯建华%黄奇%项俊%郑桂林
侯建華%黃奇%項俊%鄭桂林
후건화%황기%항준%정계림
mean shift跟踪算法%矩特征%反向投影图%目标跟踪
mean shift跟蹤算法%矩特徵%反嚮投影圖%目標跟蹤
mean shift근종산법%구특정%반향투영도%목표근종
mean shift tracking algorithm%moment feature%weight image%object tracking
针对原始的Mean Shift跟踪算法虽能准确地估计目标位置,但对目标尺度和方向不能实现自适应估计,结合目标模型与候选目标区域的候选模型得到了反向投影图,此反向投影图可表示图像中像素点属于目标的概率,将反向投影图的矩特征应用到原始Mean Shift跟踪算法框架,实现了目标尺度和方向适应性Mean Shift跟踪。实验结果表明:该算法能有效跟踪尺度和方向变化的目标。
針對原始的Mean Shift跟蹤算法雖能準確地估計目標位置,但對目標呎度和方嚮不能實現自適應估計,結閤目標模型與候選目標區域的候選模型得到瞭反嚮投影圖,此反嚮投影圖可錶示圖像中像素點屬于目標的概率,將反嚮投影圖的矩特徵應用到原始Mean Shift跟蹤算法框架,實現瞭目標呎度和方嚮適應性Mean Shift跟蹤。實驗結果錶明:該算法能有效跟蹤呎度和方嚮變化的目標。
침대원시적Mean Shift근종산법수능준학지고계목표위치,단대목표척도화방향불능실현자괄응고계,결합목표모형여후선목표구역적후선모형득도료반향투영도,차반향투영도가표시도상중상소점속우목표적개솔,장반향투영도적구특정응용도원시Mean Shift근종산법광가,실현료목표척도화방향괄응성Mean Shift근종。실험결과표명:해산법능유효근종척도화방향변화적목표。
Although the position of target can be well obtained by the original mean shift tracking algorithm, the target’ s scale and orientation can not be estimated adaptively.This paper proposed an improved mean shift algorithm to address the issue of how to estimate target’ s variation of scale and orientation.Firstly, by combining the target mode and the candidate model, we obtain the weight image which represents the possibility that a pixel belongs to the target.Then the moment features of the weight image are applied in the mean shift tracking framework, so that the scale and orientation changes of the target can be adaptively estimated.The experimental results demonstrate the effectiveness of the proposed algorithm when tracking the target with changes in scale and orientation.