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- // This file is part of libigl, a simple c++ geometry processing library.
- //
- // Copyright (C) 2019 Alec Jacobson <[email protected]>
- //
- // This Source Code Form is subject to the terms of the Mozilla Public License
- // v. 2.0. If a copy of the MPL was not distributed with this file, You can
- // obtain one at http://mozilla.org/MPL/2.0/.
- #ifndef IGL_ITERATIVE_CLOSEST_POINT_H
- #define IGL_ITERATIVE_CLOSEST_POINT_H
- #include "igl_inline.h"
- #include <Eigen/Core>
- #include "AABB.h"
- namespace igl
- {
- /// Solve for the rigid transformation that places mesh X onto mesh Y using the
- /// iterative closest point method. In particular, optimize:
- ///
- /// min ∫_X inf ‖x*R+t - y‖² dx
- /// R∈SO(3) y∈Y
- /// t∈R³
- ///
- /// Typically optimization strategies include using Gauss Newton
- /// ("point-to-plane" linearization) and stochastic descent (sparse random
- /// sampling each iteration).
- ///
- /// @param[in] VX #VX by 3 list of mesh X vertices
- /// @param[in] FX #FX by 3 list of mesh X triangle indices into rows of VX
- /// @param[in] VY #VY by 3 list of mesh Y vertices
- /// @param[in] FY #FY by 3 list of mesh Y triangle indices into rows of VY
- /// @param[in] num_samples number of random samples to use (larger --> more accurate,
- /// but also more suceptible to sticking to local minimum)
- /// @param[out] R 3x3 rotation matrix so that (VX*R+t,FX) ~~ (VY,FY)
- /// @param[out] t 1x3 translation row vector
- template <
- typename DerivedVX,
- typename DerivedFX,
- typename DerivedVY,
- typename DerivedFY,
- typename DerivedR,
- typename Derivedt
- >
- IGL_INLINE void iterative_closest_point(
- const Eigen::MatrixBase<DerivedVX> & VX,
- const Eigen::MatrixBase<DerivedFX> & FX,
- const Eigen::MatrixBase<DerivedVY> & VY,
- const Eigen::MatrixBase<DerivedFY> & FY,
- const int num_samples,
- const int max_iters,
- Eigen::PlainObjectBase<DerivedR> & R,
- Eigen::PlainObjectBase<Derivedt> & t);
- /// \overload
- /// @param[in] Ytree precomputed AABB tree for accelerating closest point queries
- /// @param[in] NY #FY by 3 list of precomputed unit face normals
- template <
- typename DerivedVX,
- typename DerivedFX,
- typename DerivedVY,
- typename DerivedFY,
- typename DerivedNY,
- typename DerivedR,
- typename Derivedt
- >
- IGL_INLINE void iterative_closest_point(
- const Eigen::MatrixBase<DerivedVX> & VX,
- const Eigen::MatrixBase<DerivedFX> & FX,
- const Eigen::MatrixBase<DerivedVY> & VY,
- const Eigen::MatrixBase<DerivedFY> & FY,
- const igl::AABB<DerivedVY,3> & Ytree,
- const Eigen::MatrixBase<DerivedNY> & NY,
- const int num_samples,
- const int max_iters,
- Eigen::PlainObjectBase<DerivedR> & R,
- Eigen::PlainObjectBase<Derivedt> & t);
- }
- #ifndef IGL_STATIC_LIBRARY
- # include "iterative_closest_point.cpp"
- #endif
- #endif
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