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Hi, As you are looking for the depth of each point you can use nodelets of package stereo_image_proc, It computes point cloud2 and point cloud, using these data depth of each point can be obtained (Look for PCL examples for this).

Link : Look at the point 5.2/5.3 : stereo_image_proc/point_cloud2 here

-Sudeep