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Cloudcompare & PCL point cloud least square fitting plane
2022-07-28 04:39:00 【dayuhaitang_ galaxy】
List of articles
One 、 brief introduction
The essence of point cloud plane fitting is to replace the point cloud approximately located in the same plane with a fitting plane , Minimize the sum of squares of distances from all points in the point cloud to the fitting plane , The height of the point cloud is consistent with that of the fitting plane . There are many existing methods , Such as the least square method 、 Eigenvalue method, etc , This paper will use the least square method to realize simple plane fitting . among , There are two ways to program the least square method :(1) By using the covariance matrix ( Symmetric matrix ) To solve it ;(2) Use partial derivative to solve , For details, you can read the literature [1].
But due to the CloudCompare Drawing a plane in often requires a transformation matrix , Therefore, this paper does not intend to obtain the pseudo inverse before sampling ( Point cloud least square fitting plane ) To fit the plane , instead PCA Get the eigenvalue of the point cloud to fit the plane , About PCA You can refer to :PCA( Principal component analysis ) Algorithm , Its ultimate
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