[feat] gicp: add convergence criteria and correspondence estimation#5287
[feat] gicp: add convergence criteria and correspondence estimation#5287keineahnung2345 wants to merge 4 commits into
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| using Vector6d = Eigen::Matrix<double, 6, 1>; | ||
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| typename pcl::registration::GICPConvergenceCriteria<float>::Ptr |
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GeneralizedIterativeClosestPoint inherits from IterativeClosestPoint<PointSource, PointTarget, Scalar = float> so use float here.
| * GeneralizedIterativeClosestPoint class. This allows to check the convergence state after the | ||
| * align() method as well as to configure GICPConvergenceCriteria's parameters not | ||
| * available through the GICP API before the align() method is called. Please note that | ||
| * the align method sets max_iterations_, transformation_epsilon_ and |
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ICP version: max_iterations_, euclidean_fitness_epsilon_, transformation_epsilon_
GICP version: max_iterations_, transformation_epsilon_, rotation_epsilon_
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| convergence_criteria_->setMaximumIterations(max_iterations_); | ||
| //convergence_criteria_->setRelativeMSE(euclidean_fitness_epsilon_); |
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Original gicp didn't check relative rmse
| convergence_criteria_->setMaximumIterations(max_iterations_); | ||
| //convergence_criteria_->setRelativeMSE(euclidean_fitness_epsilon_); | ||
| convergence_criteria_->setTranslationThreshold(transformation_epsilon_); | ||
| convergence_criteria_->setRotationThreshold(rotation_epsilon_); |
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In ICP this line is:
if (transformation_rotation_epsilon_ > 0)
convergence_criteria_->setRotationThreshold(transformation_rotation_epsilon_);
else
convergence_criteria_->setRotationThreshold(1.0 - transformation_epsilon_);
But gicp has its own rotation_epsilon_ so changed to something like this.
| input_transformed_blob.reset(new PCLPointCloud2); | ||
| toPCLPointCloud2(*input_transformed, *input_transformed_blob); | ||
| } | ||
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In ICP, here's:
// Save the previously estimated transformation
previous_transformation_ = transformation_;But there's previous_transformation_ = transformation_; below in GICP, so delete this two lines.
| const pcl::Correspondences& correspondences) | ||
| : iterations_(iterations) | ||
| , transformation_(transform) | ||
| , previous_transformation_ (previous_transform) |
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Unlike ICP, in GICP transformation_ and previous_transformation_ are both transform from input cloud. To get the transformation in each iteration, we need both of them.
| , max_iterations_(100) // 100 iterations | ||
| , failure_after_max_iter_(false) | ||
| , rotation_threshold_(0.99999) // 0.256 degrees | ||
| , rotation_epsilon_ (2e-3) |
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Copied from gicp.h
| convergence_state_ = CONVERGENCE_CRITERIA_NOT_CONVERGED; | ||
| } | ||
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| bool is_similar = false; |
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Althrough in original gicp, it exit once delta < 1, but maybe exiting after max_iterations_similar_transforms_ iterations (like icp) would be better.
| if (c_delta > delta) | ||
| delta = c_delta; | ||
| } | ||
| } |
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Copied from gicp.hpp
| return (true); | ||
| } | ||
| is_similar = true; | ||
| } |
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There's no absolute mse and relative mse check in original gicp's code.
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@mvieth Do you have any idea how long it will it take to review this pull request? Because I would like to create another PR that would revise gicp.hpp a lot(adding Scalar template variable). |
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seems useful, is there anything in particular blocking this other than lack of time or attention? |
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@mvieth If this PR is planned to be reviewed, I could resolve the conflicts recently. |
2 participants
Attempt to fix #3329.