Fill the occlusion in 3D point cloud data

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gayathri sankaran
gayathri sankaran on 26 Apr 2023
Answered: Ranjeet on 1 Jun 2023
Hi all,
Currently am working in calcualting volume for the point cloud data. Am using depth data 'z' as an important parameter for volume calculation. Due to occlusion some point doesnt have z value and the corresponding x and y values also will not be there. I will attach the ss for this case. My need is to fill the occluded region with its neighbour (can be mean, min or max).

Answers (1)

Ranjeet
Ranjeet on 1 Jun 2023
Hi Gayathri,
I assume that there are invalid points in the point cloud you generated. Invalid points will be of form ‘[Inf, Inf, Inf]’ or ‘[NaN, NaN, NaN]’. I suggest you use ‘2D interpolation’ from scatteredInterpolant.
It works in two stages:
  1. First you create an ‘interpolant’ using the [x, y] coordinates where valid distance (z) value is available.
  2. Create query point/s ‘[xq, yq]’ and use the interpolant object from step 1 to get ‘zq’ (the expected distance) corresponding to the query points.
Here '[xq, yq]' points are to be decided by the user.
You may also want to refer to following resource on 3D point cloud interpolation -

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