[ITK] [ITK-users] IterativeClosestPoint2 example: how to get better results

Siavash Khallaghi siavashk at ece.ubc.ca
Thu Aug 13 17:46:40 EDT 2015


ICP is notorious for its small capture range and suesceptibility to
noise/local minima. This is why soft correspondence schemes to point cloud
registration have been developed that generally have a larger capture range
(e.g. see  CPD <http://arxiv.org/pdf/0905.2635.pdf>   and  GMM-FEM
<http://dx.doi.org/10.1109/TMI.2015.2440253>  ). It could be that the code
is fine, but ICP fails to converge to the true solution.

Siavash


D'Isidoro  Fabio wrote
>> I am not happy with the results, given that there is no additional noise
>> (the underlined values refer to error angles of up to 8 degrees and 3 mm
>> errors). I am surprised because there is no additional noise to the data,
>> so
>> I would expect an accurate registration. Are my results normal? How could
>> I
>> improve the results? Should I change the optimizer, or the transform? 





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