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Point Set Registration: Coherent Point Drift

Abstract
Point set registration is a key component in many computer vision tasks. The goal of point set registration is to assign correspondences between two sets of points and to recover the transformation that maps one point set to the other. Multiple factors, including an unknown nonrigid spatial transformation, large dimensionality of point set, noise, and outliers, make the point set registration a ch...
Keywords
Point set registration
Rigid transformation
Outlier
Centroid
Algorithm
Mixture model
Transformation (genetics)
Artificial intelligence
Mathematics
Noise (video)
Expectation–maximization algorithm
Computer science
Pattern recognition (psychology)
Point (geometry)
Image (mathematics)
Geometry
Maximum likelihood
Biochemistry
Chemistry
Statistics
Gene


pdf file

Point Set Registration: Coherent Point Drift
pdf file

Point Set Registration: Coherent Point Drift

Abstract
Point set registration is a key component in many computer vision tasks. The goal of point set registration is to assign correspondences between two sets of points and to recover the transformation that maps one point set to the other. Multiple factors, including an unknown nonrigid spatial transformation, large dimensionality of point set, noise, and outliers, make the point set registration a ch...
Keywords
Point set registration
Rigid transformation
Outlier
Centroid
Algorithm
Mixture model
Transformation (genetics)
Artificial intelligence
Mathematics
Noise (video)
Expectation–maximization algorithm
Computer science
Pattern recognition (psychology)
Point (geometry)
Image (mathematics)
Geometry
Maximum likelihood
Biochemistry
Chemistry
Statistics
Gene


pdf file