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About match scales

Posted: Tue Jun 21, 2016 12:18 pm
by zrc
Hello,

I am trying to learn about scale estimation of two point cloud with different scales. I found the relevent functions in cloudcompare (registration->match scales).

I'm interested in the algorithm of scale match with PCA, could you share me linked articles which you applied?

Thanks so much!

Re: About match scales

Posted: Wed Jun 22, 2016 7:22 pm
by daniel
There's no particular article, it's pretty simple. You compute the PCA, deduce the main axis (for each cloud) and use the cloud extents along this axis to scale the cloud.

Re: About match scales

Posted: Thu Jun 23, 2016 12:23 pm
by zrc
Thanks a lot for your in time reply! And is this scale estimation method with PCA only for those point clouds with fully overlap?

Re: About match scales

Posted: Thu Jun 23, 2016 12:32 pm
by daniel
Well it works only if both clouds are 'complete' indeed. If you have missing parts, then the ICP and the Point-pair based alignment tools are much more robust.