How to generate a 3D point cloud from depth image

I have 2 set data acquired from kinect 1- depth image with size 480*640 (uint16) from a scene 2- color image with same size (480*640*3 single) from same scene The question is how can I merge these data together to generate a colored 3D point clouds with PLY format in Matlab. I need to say that unfortunately I don't have an access to kinect anymore and i should use only these data.

回答1:

I've never tried to do that in matlab, but i think that this is what you are looking for:

http://es.mathworks.com/help/vision/ref/pcfromkinect.html

The tool is inside the Computer Vision System Toolbox™.

回答2:

Nice question. You should use this tutorial from Burrus - basically you need to use your depth information to convert the color/depth centroids into the 3rd dimension. Be aware that Kinect v1 depth and color streams are slightly mismatched, so take that into account as well.

The tutorial can be found here: http://nicolas.burrus.name/index.php/Research/KinectCalibration You can also use the work of this author: Khoshelham, K., & Elberink, S. O. (2012) - Accuracy and resolution of Kinect depth data for indoor mapping applications

The matlab code should be something like:

% All formulas and values from:
% Khoshelham, K., & Elberink, S. O. (2012).
% Accuracy and resolution of Kinect depth data for indoor mapping applications.
% Sensors (Basel, Switzerland), 12(2), 1437–54. doi:10.3390/s120201437

load('janFrameThousand.mat')
pc=zeros([size(D) 3]);
W=size(D,2);
H=size(D,1);
f=5.453;
for indWidth = 1:W
    for indHeight= 1:H
        % copy z value
        pc(indHeight,indWidth,3)=D(indHeight,indWidth);
        % calc x value
        pc(indHeight,indWidth,1)=-(pc(indHeight,indWidth,3)/f)*...
            ((indWidth-W/2)*0.0093+0.063);
        % calc y value
        pc(indHeight,indWidth,2)=-(pc(indHeight,indWidth,3)/f)*...
            ((indHeight-H/2)*0.0093+0.039);
    end
end
X=pc(:,:,1);
% X=X(:);
Y=pc(:,:,2);
% Y=Y(:);
Z=-pc(:,:,3);
Z(Z==0)=NaN;

Surface=surf(X,Y,Z,'edgecolor','none','facecolor','interp');
lighting gouraud
camlight
% colormap(repmat(winter,20,1))
axis image
axis vis3d
xlabel('X axis')
ylabel('Y axis')
zlabel('Z axis')