MeanShift 运 动目标跟踪 matlab 程序 思路简介: 1
截取跟踪目标矩阵rect 2
求取跟踪目标的加权直方图hist1 3
读取视频序列中的一帧, 先随机取一块与rect 等大的矩形,计算加权直方图hist2
计算两者比重函数,如果后者差距过大, 更新新的矩阵中心 Y,进行迭代(MeanShift是一种变步长可以迅速接近概率密度峰值的方法),直至一定条件后停止
源程序(参考过其他程序): [plain] view plaincopy 1
function [] = select() close all; clear all; %%%%%%%%%%%%%%%%%%根据一幅目标全可见的图像圈定跟踪目标%%%%%%%%%%%%%%%%%%%%%%% I=imread('E:\数字图像处理\6\2\18
bmp'); figure(1); imshow(I); [temp,rect]=imcrop(I); [a,b,c]=size(temp); %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%计算目标图像的权值矩阵%%%%%%%%%%%%%%%%%%%%%%% y(1)=a/2; y(2)=b/2; tic_x=rect(1)+rect(3)/2; tic_y=rect(2)+rect(4)/2; m_wei=zeros(a,b);%权值矩阵 h=y(1)^2+y(2)^2 ;%带宽 for i=1:a for j=1:b dist=(i-y(1))^2+(j-y(2))^2; m_wei(i,j)=1-dist/h; %epanechnikov profile end end C=1/sum(sum(m_wei));%归一化系数 %计算目标权值直方图qu %hist1=C*wei_hist(temp,m_wei,a,