MATLAB 全景图切割及盒图显示的实现步骤

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MATLAB 全景图切割及盒图显示的实现步骤

 参考：MATLAB 全景图切割及盒图显示的实现步骤 | w3cschool笔记

在摄像领域中全景图是一种可以将周围360度景象全部收录的一种拍照技术，但全景图的实际观感并不是那么好（可以看下文的全景图的样例）。我们可以通过matlab来进行全景图的切割，然后转化为盒图的方式显示出来。

part1 全景图切割

原图：

切割效果：

以下是切割部分步骤：
举这张图为例，图片格式hdr,jpg啥的都行：

1.1 边缘剔除

有些全景图会自带白灰色边缘，若是直接进行切割便会出现如下效果：

这时候我们首先要对原图进行白边剔除，代码如下：

oriPic=imread('test.hdr');
[rows,cols,~]=size(oriPic);for i=cols:-1:1tempListR=oriPic(floor(rows/4):ceil(3*rows/4),i,1);tempListG=oriPic(floor(rows/4):ceil(3*rows/4),i,1);tempListB=oriPic(floor(rows/4):ceil(3*rows/4),i,1);if all(round(tempListR-mean(tempListR))==0)&&all(tempListR==tempListG)&&all(tempListR==tempListB)oriPic(:,i,:)=[];elsebreak;end
end
oriPic=oriPic(:,end:-1:1,:);
for i=size(oriPic,2):-1:1tempListR=oriPic(floor(rows/4):ceil(3*rows/4),i,1);tempListG=oriPic(floor(rows/4):ceil(3*rows/4),i,1);tempListB=oriPic(floor(rows/4):ceil(3*rows/4),i,1);if all(round(tempListR-mean(tempListR))==0)&&all(tempListR==tempListG)&&all(tempListR==tempListB)oriPic(:,i,:)=[];elsebreak;end
end
oriPic=oriPic(:,end:-1:1,:);
for i=rows:-1:1tempListR=oriPic(i,floor(cols/4):ceil(3*cols/4),1);tempListG=oriPic(i,floor(cols/4):ceil(3*cols/4),1);tempListB=oriPic(i,floor(cols/4):ceil(3*cols/4),1);if all(round(tempListR-mean(tempListR))==0)&&all(tempListR==tempListG)&&all(tempListR==tempListB)oriPic(i,:,:)=[];elsebreak;end
end
oriPic=oriPic(end:-1:1,:,:);
for i=size(oriPic,1):-1:1tempListR=oriPic(i,floor(cols/4):ceil(3*cols/4),1);tempListG=oriPic(i,floor(cols/4):ceil(3*cols/4),1);tempListB=oriPic(i,floor(cols/4):ceil(3*cols/4),1);if all(round(tempListR-mean(tempListR))==0)&&all(tempListR==tempListG)&&all(tempListR==tempListB)oriPic(i,:,:)=[];elsebreak;end
end
oriPic=oriPic(end:-1:1,:,:);

1.2 图像裁剪

我们要让完成的就是如下的变换和裁剪：

这部分其实已经有较为成熟的原理和代码：
代码参考：

原理参考：

/

原理参考文章中更加清晰的变化图：

另：
在参考代码的基础上，对映射像素进行了插值处理，可以使图像更加平滑，原理如下：

主要函数代码：

function resultPic=createCubeMapFace(oriPic,id,height,width)[M,N,~]=size(oriPic);resultPic=zeros([height,width,3]);an=sin(pi/4);ak=cos(pi/4);faceTransform=[0,0;pi/2,0;pi,0;-pi/2,0;0,-pi/2;0,pi];ftu=faceTransform(id,1);ftv=faceTransform(id,2);for y=0:height-1for x=0:width-1nx=y/height-0.5;ny=x/width-0.5;nx=nx*2*an;ny=ny*2*an;if (ftv == 0)u=atan2(nx, ak);v=atan2(ny*cos(u),ak);u=u+ftu;elseif(ftv>0)d=sqrt(nx*nx+ny*ny);v=pi/2-atan2(d,ak);u=atan2(ny,nx);elsed=sqrt(nx*nx+ny*ny);v=-pi/2+atan2(d,ak);u=atan2(-ny,nx);endu=u/(pi);v=v/(pi/2);while(v<-1)v=v+2;u=u+1;endwhile(v>1)v=v-2;u=u+1;endwhile(u<-1)u=u+2;endwhile(u>1)u=u-2;endu=u/2+0.5;v=v/2+0.5;u=u*(N-1)+1;v=v*(M-1)+1;fv=floor(v);fv1=floor(v)+1;pv=v-fv;fv1(fv1>M)=M;fu=floor(u);fu1=floor(u)+1;pu=u-fu;fu1(fu1>N)=N;resultPic(x+1,y+1,:)=double(oriPic(fv,fu,:)).*(1-pv).*(1-pu)+...double(oriPic(fv1,fu,:)).*(pv).*(1-pu)+...double(oriPic(fv,fu1,:)).*(1-pv).*(pu)+...double(oriPic(fv1,fu1,:)).*(pv).*(pu);endendresultPic=uint8(resultPic);
end

函数调用及图像存储：
这里后面长宽数值可以任意设定，但是要求长宽数值一致，如果按照当前写法，结果被存储至result文件夹：

if ~exist('result','dir')mkdir('result');
endfor i=1:6resultPic=createCubeMapFace(oriPic,i,500,500);figure(i)imshow(resultPic)imwrite(resultPic,['result',num2str(i),'.jpg'])
end

另： 如图所示
图片序号[1,2,3,4,5,6]分别对应图片[右，后，左，前，上，下]

1.3 完整代码

function panoramic2box
oriPic=imread('889027-884424860.jpg');
[rows,cols,~]=size(oriPic);for i=cols:-1:1tempListR=oriPic(floor(rows/4):ceil(3*rows/4),i,1);tempListG=oriPic(floor(rows/4):ceil(3*rows/4),i,1);tempListB=oriPic(floor(rows/4):ceil(3*rows/4),i,1);if all(round(tempListR-mean(tempListR))==0)&&all(tempListR==tempListG)&&all(tempListR==tempListB)oriPic(:,i,:)=[];elsebreak;end
end
oriPic=oriPic(:,end:-1:1,:);
for i=size(oriPic,2):-1:1tempListR=oriPic(floor(rows/4):ceil(3*rows/4),i,1);tempListG=oriPic(floor(rows/4):ceil(3*rows/4),i,1);tempListB=oriPic(floor(rows/4):ceil(3*rows/4),i,1);if all(round(tempListR-mean(tempListR))==0)&&all(tempListR==tempListG)&&all(tempListR==tempListB)oriPic(:,i,:)=[];elsebreak;end
end
oriPic=oriPic(:,end:-1:1,:);
for i=rows:-1:1tempListR=oriPic(i,floor(cols/4):ceil(3*cols/4),1);tempListG=oriPic(i,floor(cols/4):ceil(3*cols/4),1);tempListB=oriPic(i,floor(cols/4):ceil(3*cols/4),1);if all(round(tempListR-mean(tempListR))==0)&&all(tempListR==tempListG)&&all(tempListR==tempListB)oriPic(i,:,:)=[];elsebreak;end
end
oriPic=oriPic(end:-1:1,:,:);
for i=size(oriPic,1):-1:1tempListR=oriPic(i,floor(cols/4):ceil(3*cols/4),1);tempListG=oriPic(i,floor(cols/4):ceil(3*cols/4),1);tempListB=oriPic(i,floor(cols/4):ceil(3*cols/4),1);if all(round(tempListR-mean(tempListR))==0)&&all(tempListR==tempListG)&&all(tempListR==tempListB)oriPic(i,:,:)=[];elsebreak;end
end
oriPic=oriPic(end:-1:1,:,:);
% =========================================================================
if ~exist('result','dir')mkdir('result');
endfor i=1:6resultPic=createCubeMapFace(oriPic,i,500,500);figure(i)imshow(resultPic)imwrite(resultPic,['result',num2str(i),'.jpg'])
end% =========================================================================
function resultPic=createCubeMapFace(oriPic,id,height,width)[M,N,~]=size(oriPic);resultPic=zeros([height,width,3]);an=sin(pi/4);ak=cos(pi/4);faceTransform=[0,0;pi/2,0;pi,0;-pi/2,0;0,-pi/2;0,pi];ftu=faceTransform(id,1);ftv=faceTransform(id,2);for y=0:height-1for x=0:width-1nx=y/height-0.5;ny=x/width-0.5;nx=nx*2*an;ny=ny*2*an;if (ftv == 0)u=atan2(nx, ak);v=atan2(ny*cos(u),ak);u=u+ftu;elseif(ftv>0)d=sqrt(nx*nx+ny*ny);v=pi/2-atan2(d,ak);u=atan2(ny,nx);elsed=sqrt(nx*nx+ny*ny);v=-pi/2+atan2(d,ak);u=atan2(-ny,nx);endu=u/(pi);v=v/(pi/2);while(v<-1)v=v+2;u=u+1;endwhile(v>1)v=v-2;u=u+1;endwhile(u<-1)u=u+2;endwhile(u>1)u=u-2;endu=u/2+0.5;v=v/2+0.5;u=u*(N-1)+1;v=v*(M-1)+1;fv=floor(v);fv1=floor(v)+1;pv=v-fv;fv1(fv1>M)=M;fu=floor(u);fu1=floor(u)+1;pu=u-fu;fu1(fu1>N)=N;resultPic(x+1,y+1,:)=double(oriPic(fv,fu,:)).*(1-pv).*(1-pu)+...double(oriPic(fv1,fu,:)).*(pv).*(1-pu)+...double(oriPic(fv,fu1,:)).*(1-pv).*(pu)+...double(oriPic(fv1,fu1,:)).*(pv).*(pu);endendresultPic=uint8(resultPic);
end
end

1.4 其他几组切割结果

图片源自：.html

 

 

 

 

part2 盒图展示

2.1 曲面绘制

使用surf绘制各个曲面后，并为各个曲面贴图：

for i=1:6oriPic.(['p',num2str(i)])=imread(['result',num2str(i),'.jpg']);   
end
[rows,cols,~]=size(oriPic.p1);
[baseXY,baseZ]=meshgrid(1:cols,rows:-1:1);ax=gca;hold(ax,'on')surf(baseXY(:,end:-1:1)-(1+rows)/2,-(rows-1)./2.*ones(size(baseXY)),baseZ,'CData',oriPic.p1,'EdgeColor','none','FaceColor','interp')
surf(-(rows-1)./2.*ones(size(baseXY)),baseXY-(1+rows)/2,baseZ,'CData',oriPic.p2,'EdgeColor','none','FaceColor','interp')
surf(baseXY-(1+rows)/2,(rows-1)./2.*ones(size(baseXY)),baseZ,'CData',oriPic.p3,'EdgeColor','none','FaceColor','interp')
surf((rows-1)./2.*ones(size(baseXY)),baseXY(:,end:-1:1)-(1+rows)/2,baseZ,'CData',oriPic.p4,'EdgeColor','none','FaceColor','interp')
surf(baseXY'-(1+rows)/2,baseXY-(1+rows)/2,ones(size(baseXY)),'CData',oriPic.p6(end:-1:1,end:-1:1,:),'EdgeColor','none','FaceColor','interp')
surf(baseXY'-(1+rows)/2,baseXY-(1+rows)/2,rows-1+ones(size(baseXY)),'CData',oriPic.p5(:,end:-1:1,:),'EdgeColor','none','FaceColor','interp')

2.2 视角调整

通过设置axes属性将视角调整至盒子里面

ax=axes('parent',fig,'position',[-0.45 -0.45 1.9 1.9]);hold(ax,'on')
ax.ZLim=[0,rows+1];
ax.XLim=[0-(1+rows)/2,rows+1-(1+rows)/2];
ax.YLim=[0-(1+rows)/2,rows+1-(1+rows)/2];
ax.Color=[0 0 0];
ax.CameraPosition=[0,0,rows/2];
ax.CameraPositionMode='manual';
ax.DataAspectRatio=[1,1,1];
ax.DataAspectRatioMode='manual';
ax.Projection='perspective';
ax.CameraTargetMode='manual';
ax.CameraViewAngle = 7;
ax.View=[-2.7391 90.0000];
ax.CameraTarget=[0 0 (rows-1)/2];
ax.Toolbar.Visible='on';

 

运行后点击那个三位旋转按钮即可开始漫游

此时的盒图是无缝隙版本，有缝隙版放在后面

2.3 完整代码

无缝隙版：

function showBox
for i=1:6oriPic.(['p',num2str(i)])=imread(['result',num2str(i),'.jpg']);   
end
[rows,cols,~]=size(oriPic.p1);
[baseXY,baseZ]=meshgrid(1:cols,rows:-1:1);fig=figure('units','pixels','position',[300 80 500 500],...'Numbertitle','off','menubar','none','resize','off',...'name','box');ax=axes('parent',fig,'position',[-0.45 -0.45 1.9 1.9]);hold(ax,'on')
ax.ZLim=[0,rows+1];
ax.XLim=[0-(1+rows)/2,rows+1-(1+rows)/2];
ax.YLim=[0-(1+rows)/2,rows+1-(1+rows)/2];
ax.Color=[0 0 0];
ax.CameraPosition=[0,0,rows/2];
ax.CameraPositionMode='manual';
ax.DataAspectRatio=[1,1,1];
ax.DataAspectRatioMode='manual';
ax.Projection='perspective';
ax.CameraTargetMode='manual';
ax.CameraViewAngle = 7;
ax.View=[-2.7391 90.0000];
ax.CameraTarget=[0 0 (rows-1)/2];
ax.Toolbar.Visible='on';surf(baseXY(:,end:-1:1)-(1+rows)/2,-(rows-1)./2.*ones(size(baseXY)),baseZ,'CData',oriPic.p1,'EdgeColor','none','FaceColor','interp')
surf(-(rows-1)./2.*ones(size(baseXY)),baseXY-(1+rows)/2,baseZ,'CData',oriPic.p2,'EdgeColor','none','FaceColor','interp')
surf(baseXY-(1+rows)/2,(rows-1)./2.*ones(size(baseXY)),baseZ,'CData',oriPic.p3,'EdgeColor','none','FaceColor','interp')
surf((rows-1)./2.*ones(size(baseXY)),baseXY(:,end:-1:1)-(1+rows)/2,baseZ,'CData',oriPic.p4,'EdgeColor','none','FaceColor','interp')
surf(baseXY'-(1+rows)/2,baseXY-(1+rows)/2,ones(size(baseXY)),'CData',oriPic.p6(end:-1:1,end:-1:1,:),'EdgeColor','none','FaceColor','interp')
surf(baseXY'-(1+rows)/2,baseXY-(1+rows)/2,rows-1+ones(size(baseXY)),'CData',oriPic.p5(:,end:-1:1,:),'EdgeColor','none','FaceColor','interp')end

有缝隙版：

function showBox2
for i=1:6oriPic.(['p',num2str(i)])=imread(['result',num2str(i),'.jpg']);   
end
[rows,cols,~]=size(oriPic.p1);
[baseXY,baseZ]=meshgrid(1:cols,rows:-1:1);fig=figure('units','pixels','position',[300 80 500 500],...'Numbertitle','off','menubar','none','resize','off',...'name','box');ax=axes('parent',fig,'position',[-0.45 -0.45 1.9 1.9]);hold(ax,'on')
ax.ZLim=[0,rows+1];
ax.XLim=[0-(1+rows)/2,rows+1-(1+rows)/2];
ax.YLim=[0-(1+rows)/2,rows+1-(1+rows)/2];
ax.Color=[0 0 0];
ax.CameraPosition=[0,0,rows/2];
ax.CameraPositionMode='manual';
ax.DataAspectRatio=[1,1,1];
ax.DataAspectRatioMode='manual';
ax.Projection='perspective';
ax.CameraTargetMode='manual';
ax.CameraViewAngle = 7;
ax.View=[-2.7391 90.0000];
ax.CameraTarget=[0 0 (rows+1)/2];
ax.Toolbar.Visible='on';surf(baseXY(:,end:-1:1)-rows/2,-rows./2.*ones(size(baseXY)),baseZ,'CData',oriPic.p1,'EdgeColor','none','FaceColor','interp')
surf(-rows./2.*ones(size(baseXY)),baseXY-(1+rows)/2,baseZ,'CData',oriPic.p2,'EdgeColor','none','FaceColor','interp')
surf(baseXY-(1+rows)/2,rows./2.*ones(size(baseXY)),baseZ,'CData',oriPic.p3,'EdgeColor','none','FaceColor','interp')
surf(rows./2.*ones(size(baseXY)),baseXY(:,end:-1:1)-(1+rows)/2,baseZ,'CData',oriPic.p4,'EdgeColor','none','FaceColor','interp')
surf(baseXY'-(1+rows)/2,baseXY-(1+rows)/2,zeros(size(baseXY)),'CData',oriPic.p6(end:-1:1,end:-1:1,:),'EdgeColor','none','FaceColor','interp')
surf(baseXY'-(1+rows)/2,baseXY-(1+rows)/2,rows+ones(size(baseXY)),'CData',oriPic.p5(:,end:-1:1,:),'EdgeColor','none','FaceColor','interp')end

以上就是MATLAB 全景图切割及盒图显示的详细内容