Point Cloud Library (PCL)  1.9.1-dev
default_convergence_criteria.h
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39
40 #pragma once
41
42 #include <pcl/pcl_macros.h>
43 #include <pcl/registration/eigen.h>
44 #include <pcl/correspondence.h>
45 #include <pcl/registration/convergence_criteria.h>
46
47 namespace pcl
48 {
49  namespace registration
50  {
51  /** \brief @b DefaultConvergenceCriteria represents an instantiation of
52  * ConvergenceCriteria, and implements the following criteria for registration loop
53  * evaluation:
54  *
55  * * a maximum number of iterations has been reached
56  * * the transformation (R, t) cannot be further updated (the difference between current and previous is smaller than a threshold)
57  * * the Mean Squared Error (MSE) between the current set of correspondences and the previous one is smaller than some threshold (both relative and absolute tests)
58  *
59  * \note Convergence is considered reached if ANY of the above criteria are met.
60  *
61  * \author Radu B. Rusu
62  * \ingroup registration
63  */
64  template <typename Scalar = float>
66  {
67  public:
68  using Ptr = boost::shared_ptr<DefaultConvergenceCriteria<Scalar> >;
69  using ConstPtr = boost::shared_ptr<const DefaultConvergenceCriteria<Scalar> >;
70
71  using Matrix4 = Eigen::Matrix<Scalar, 4, 4>;
72
74  {
82  };
83
84  /** \brief Empty constructor.
85  * Sets:
86  * * the maximum number of iterations to 1000
87  * * the rotation threshold to 0.256 degrees (0.99999)
88  * * the translation threshold to 0.0003 meters (3e-4^2)
89  * * the MSE relative / absolute thresholds to 0.001% and 1e-12
90  *
91  * \param[in] iterations a reference to the number of iterations the loop has ran so far
92  * \param[in] transform a reference to the current transformation obtained by the transformation evaluation
93  * \param[in] correspondences a reference to the current set of point correspondences between source and target
94  */
95  DefaultConvergenceCriteria (const int &iterations, const Matrix4 &transform, const pcl::Correspondences &correspondences)
96  : iterations_ (iterations)
97  , transformation_ (transform)
98  , correspondences_ (correspondences)
99  , correspondences_prev_mse_ (std::numeric_limits<double>::max ())
100  , correspondences_cur_mse_ (std::numeric_limits<double>::max ())
101  , max_iterations_ (100) // 100 iterations
102  , failure_after_max_iter_ (false)
103  , rotation_threshold_ (0.99999) // 0.256 degrees
104  , translation_threshold_ (3e-4 * 3e-4) // 0.0003 meters
105  , mse_threshold_relative_ (0.00001) // 0.001% of the previous MSE (relative error)
106  , mse_threshold_absolute_ (1e-12) // MSE (absolute error)
110  {
111  }
112
113  /** \brief Empty destructor */
115
116  /** \brief Set the maximum number of consecutive iterations that the internal rotation,
117  * translation, and MSE differences are allowed to be similar.
118  * \param[in] nr_iterations the maximum number of iterations
119  */
120  inline void
121  setMaximumIterationsSimilarTransforms (const int nr_iterations) { max_iterations_similar_transforms_ = nr_iterations; }
122
123  /** \brief Get the maximum number of consecutive iterations that the internal rotation,
124  * translation, and MSE differences are allowed to be similar, as set by the user.
125  */
126  inline int
128
129  /** \brief Set the maximum number of iterations the internal optimization should run for.
130  * \param[in] nr_iterations the maximum number of iterations the internal optimization should run for
131  */
132  inline void
133  setMaximumIterations (const int nr_iterations) { max_iterations_ = nr_iterations; }
134
135  /** \brief Get the maximum number of iterations the internal optimization should run for, as set by the user. */
136  inline int
137  getMaximumIterations () const { return (max_iterations_); }
138
139  /** \brief Specifies if the registration fails or converges when the maximum number of iterations is reached.
140  * \param[in] failure_after_max_iter If true, the registration fails. If false, the registration is assumed to have converged.
141  */
142  inline void
143  setFailureAfterMaximumIterations (const bool failure_after_max_iter) { failure_after_max_iter_ = failure_after_max_iter; }
144
145  /** \brief Get whether the registration will fail or converge when the maximum number of iterations is reached. */
146  inline bool
148
149  /** \brief Set the rotation threshold cosine angle (maximum allowable difference between two consecutive transformations) in order for an optimization to be considered as having converged to the final solution.
150  * \param[in] threshold the rotation threshold in order for an optimization to be considered as having converged to the final solution.
151  */
152  inline void
153  setRotationThreshold (const double threshold) { rotation_threshold_ = threshold; }
154
155  /** \brief Get the rotation threshold cosine angle (maximum allowable difference between two consecutive transformations) as set by the user.
156  */
157  inline double
159
160  /** \brief Set the translation threshold (maximum allowable difference between two consecutive transformations) in order for an optimization to be considered as having converged to the final solution.
161  * \param[in] threshold the translation threshold in order for an optimization to be considered as having converged to the final solution.
162  */
163  inline void
164  setTranslationThreshold (const double threshold) { translation_threshold_ = threshold; }
165
166  /** \brief Get the rotation threshold cosine angle (maximum allowable difference between two consecutive transformations) as set by the user.
167  */
168  inline double
170
171  /** \brief Set the relative MSE between two consecutive sets of correspondences.
172  * \param[in] mse_relative the relative MSE threshold
173  */
174  inline void
175  setRelativeMSE (const double mse_relative) { mse_threshold_relative_ = mse_relative; }
176
177  /** \brief Get the relative MSE between two consecutive sets of correspondences. */
178  inline double
180
181  /** \brief Set the absolute MSE between two consecutive sets of correspondences.
182  * \param[in] mse_absolute the relative MSE threshold
183  */
184  inline void
185  setAbsoluteMSE (const double mse_absolute) { mse_threshold_absolute_ = mse_absolute; }
186
187  /** \brief Get the absolute MSE between two consecutive sets of correspondences. */
188  inline double
190
191
192  /** \brief Check if convergence has been reached. */
193  bool
194  hasConverged () override;
195
196  /** \brief Return the convergence state after hasConverged () */
199  {
200  return (convergence_state_);
201  }
202
203  /** \brief Sets the convergence state externally (for example, when ICP does not find
204  * enough correspondences to estimate a transformation, the function is called setting
205  * the convergence state to ConvergenceState::CONVERGENCE_CRITERIA_NO_CORRESPONDENCES)
206  * \param[in] c the convergence state
207  */
208  inline void
210  {
211  convergence_state_ = c;
212  }
213
214  protected:
215
216  /** \brief Calculate the mean squared error (MSE) of the distance for a given set of correspondences.
217  * \param[in] correspondences the given set of correspondences
218  */
219  inline double
220  calculateMSE (const pcl::Correspondences &correspondences) const
221  {
222  double mse = 0;
223  for (const auto &correspondence : correspondences)
224  mse += correspondence.distance;
225  mse /= double (correspondences.size ());
226  return (mse);
227  }
228
229  /** \brief The number of iterations done by the registration loop so far. */
230  const int &iterations_;
231
232  /** \brief The current transformation obtained by the transformation estimation method. */
234
235  /** \brief The current set of point correspondences between the source and the target. */
237
238  /** \brief The MSE for the previous set of correspondences. */
240
241  /** \brief The MSE for the current set of correspondences. */
243
244  /** \brief The maximum nuyyGmber of iterations that the registration loop is to be executed. */
246
247  /** \brief Specifys if the registration fails or converges when the maximum number of iterations is reached. */
249
250  /** \brief The rotation threshold is the relative rotation between two iterations (as angle cosine). */
252
253  /** \brief The translation threshold is the relative translation between two iterations (0 if no translation). */
255
256  /** \brief The relative change from the previous MSE for the current set of correspondences, e.g. .1 means 10% change. */
258
259  /** \brief The absolute change from the previous MSE for the current set of correspondences. */
261
262  /** \brief Internal counter for the number of iterations that the internal
263  * rotation, translation, and MSE differences are allowed to be similar. */
265
266  /** \brief The maximum number of iterations that the internal rotation,
267  * translation, and MSE differences are allowed to be similar. */
269
270  /** \brief The state of the convergence (e.g., why did the registration converge). */
272
273  public:
275  };
276  }
277 }
278
279 #include <pcl/registration/impl/default_convergence_criteria.hpp>
double getTranslationThreshold() const
Get the rotation threshold cosine angle (maximum allowable difference between two consecutive transfo...
int getMaximumIterations() const
Get the maximum number of iterations the internal optimization should run for, as set by the user...
double correspondences_cur_mse_
The MSE for the current set of correspondences.
const Matrix4 & transformation_
The current transformation obtained by the transformation estimation method.
boost::shared_ptr< const ConvergenceCriteria > ConstPtr
ConvergenceCriteria represents an abstract base class for different convergence criteria used in regi...
DefaultConvergenceCriteria represents an instantiation of ConvergenceCriteria, and implements the fol...
void setFailureAfterMaximumIterations(const bool failure_after_max_iter)
Specifies if the registration fails or converges when the maximum number of iterations is reached...
int iterations_similar_transforms_
Internal counter for the number of iterations that the internal rotation, translation, and MSE differences are allowed to be similar.
double getRelativeMSE() const
Get the relative MSE between two consecutive sets of correspondences.
This file defines compatibility wrappers for low level I/O functions.
Definition: convolution.h:45
double mse_threshold_absolute_
The absolute change from the previous MSE for the current set of correspondences. ...
bool failure_after_max_iter_
Specifys if the registration fails or converges when the maximum number of iterations is reached...
double rotation_threshold_
The rotation threshold is the relative rotation between two iterations (as angle cosine).
double mse_threshold_relative_
The relative change from the previous MSE for the current set of correspondences, e...
void setMaximumIterations(const int nr_iterations)
Set the maximum number of iterations the internal optimization should run for.
int getMaximumIterationsSimilarTransforms() const
Get the maximum number of consecutive iterations that the internal rotation, translation, and MSE differences are allowed to be similar, as set by the user.
#define PCL_MAKE_ALIGNED_OPERATOR_NEW
Macro to signal a class requires a custom allocator.
Definition: pcl_macros.h:359
double calculateMSE(const pcl::Correspondences &correspondences) const
Calculate the mean squared error (MSE) of the distance for a given set of correspondences.
DefaultConvergenceCriteria(const int &iterations, const Matrix4 &transform, const pcl::Correspondences &correspondences)
Empty constructor.
void setRelativeMSE(const double mse_relative)
Set the relative MSE between two consecutive sets of correspondences.
int max_iterations_
The maximum nuyyGmber of iterations that the registration loop is to be executed. ...
const pcl::Correspondences & correspondences_
The current set of point correspondences between the source and the target.
const int & iterations_
The number of iterations done by the registration loop so far.
double correspondences_prev_mse_
The MSE for the previous set of correspondences.
boost::shared_ptr< ConvergenceCriteria > Ptr
void setConvergenceState(ConvergenceState c)
Sets the convergence state externally (for example, when ICP does not find enough correspondences to ...
ConvergenceState getConvergenceState()
Return the convergence state after hasConverged ()
void setTranslationThreshold(const double threshold)
Set the translation threshold (maximum allowable difference between two consecutive transformations) ...
void setRotationThreshold(const double threshold)
Set the rotation threshold cosine angle (maximum allowable difference between two consecutive transfo...
bool hasConverged() override
Check if convergence has been reached.
void setAbsoluteMSE(const double mse_absolute)
Set the absolute MSE between two consecutive sets of correspondences.
double translation_threshold_
The translation threshold is the relative translation between two iterations (0 if no translation)...
ConvergenceState convergence_state_
The state of the convergence (e.g., why did the registration converge).
int max_iterations_similar_transforms_
The maximum number of iterations that the internal rotation, translation, and MSE differences are all...
std::vector< pcl::Correspondence, Eigen::aligned_allocator< pcl::Correspondence > > Correspondences
bool getFailureAfterMaximumIterations() const
Get whether the registration will fail or converge when the maximum number of iterations is reached...
void setMaximumIterationsSimilarTransforms(const int nr_iterations)
Set the maximum number of consecutive iterations that the internal rotation, translation, and MSE differences are allowed to be similar.
double getRotationThreshold() const
Get the rotation threshold cosine angle (maximum allowable difference between two consecutive transfo...
Defines all the PCL and non-PCL macros used.
double getAbsoluteMSE() const
Get the absolute MSE between two consecutive sets of correspondences.