se3_l2_ransac.cpp

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/* +------------------------------------------------------------------------+
   |                     Mobile Robot Programming Toolkit (MRPT)            |
   |                          http://www.mrpt.org/                          |
   |                                                                        |
   | Copyright (c) 2005-2018, Individual contributors, see AUTHORS file     |
   | See: http://www.mrpt.org/Authors - All rights reserved.                |
   | Released under BSD License. See details in http://www.mrpt.org/License |
   +------------------------------------------------------------------------+ */
 
#include "tfest-precomp.h"  // Precompiled headers
 
#include <mrpt/tfest/se3.h>
 
#include <mrpt/poses/CPose3D.h>
#include <mrpt/poses/CPose3DQuat.h>
#include <mrpt/random.h>
#include <mrpt/core/round.h>
#include <mrpt/math/utils.h>  // linspace()
#include <numeric>
#include <iostream>
 
using namespace mrpt;
using namespace mrpt::tfest;
using namespace mrpt::random;
using namespace mrpt::poses;
using namespace mrpt::math;
using namespace std;
 
/*---------------------------------------------------------------
                         se3_l2_robust
  ---------------------------------------------------------------*/
bool tfest::se3_l2_robust(
    const mrpt::tfest::TMatchingPairList& in_correspondences,
    const TSE3RobustParams& params, TSE3RobustResult& results)
{
    MRPT_START
 
    const size_t N = in_correspondences.size();
 
    // -------------------------------------------
    // Thresholds
    // -------------------------------------------
    Eigen::Matrix<double, 7, 1> th;
    th[0] =  // X (meters)
        th[1] =  // Y (meters)
        th[2] = params.ransac_threshold_lin;  // Z (meters)
    th[3] =  // YAW (degrees)
        th[4] =  // PITCH (degrees)
        th[5] = params.ransac_threshold_ang;  // ROLL (degrees)
    th[6] = params.ransac_threshold_scale;  // SCALE
 
    // -------------------------------------------
    // RANSAC parameters
    // -------------------------------------------
    double min_err =
        std::numeric_limits<double>::max();  // Minimum error achieved so far
    size_t max_size = 0;  // Maximum size of the consensus set so far
    double scale;  // Output scale
 
    const size_t n =
        params.ransac_minSetSize;  // Minimum number of points to fit the model
    const size_t d = mrpt::round(
        N * params.ransac_maxSetSizePct);  // Minimum number of points to be
    // considered a good set
    const size_t max_it =
        params.ransac_nmaxSimulations;  // Maximum number of iterations
 
    ASSERTMSG_(
        d >= n,
        "Minimum number of points to be considered a good set is < Minimum "
        "number of points to fit the model");
 
    // -------------------------------------------
    // MAIN loop
    // -------------------------------------------
    for (size_t iterations = 0; iterations < max_it; iterations++)
    {
        // printf("Iteration %2u of %u", iterations+1, max_it );
 
        // Generate maybe inliers
        std::vector<uint32_t> rub, mbSet, cSet;
        mrpt::math::linspace((int)0, (int)N - 1, (int)N, rub);
        getRandomGenerator().permuteVector(rub, mbSet);
 
        // Compute first inliers output
        TMatchingPairList mbInliers;
        mbInliers.reserve(n);
        for (size_t i = 0; mbInliers.size() < n && i < N; i++)
        {
            const size_t idx = mbSet[i];
 
            // User-provided filter:
            if (params.user_individual_compat_callback)
            {
                mrpt::tfest::TPotentialMatch pm;
                pm.idx_this = in_correspondences[idx].this_idx;
                pm.idx_other = in_correspondences[idx].other_idx;
                if (!params.user_individual_compat_callback(pm))
                    continue;  // Skip this one!
            }
 
            mbInliers.push_back(in_correspondences[idx]);
            cSet.push_back(idx);
        }
 
        // Check minimum number:
        if (cSet.size() < n)
        {
            if (params.verbose)
                std::cerr << "[tfest::se3_l2_robust] Iter " << iterations
                          << ": It was not possible to find the min no of "
                             "(compatible) matching pairs.\n";
            continue;  // Try again
        }
 
        CPose3DQuat mbOutQuat;
        bool res = mrpt::tfest::se3_l2(
            mbInliers, mbOutQuat, scale, params.forceScaleToUnity);
        if (!res)
        {
            std::cerr << "[tfest::se3_l2_robust] tfest::se3_l2() returned "
                         "false for tentative subset during RANSAC "
                         "iteration!\n";
            continue;
        }
 
        // Maybe inliers Output
        const CPose3D mbOut = CPose3D(mbOutQuat);
        CVectorFloat mbOut_vec(7);
        mbOut_vec[0] = mbOut.x();
        mbOut_vec[1] = mbOut.y();
        mbOut_vec[2] = mbOut.z();
 
        mbOut_vec[3] = mbOut.yaw();
        mbOut_vec[4] = mbOut.pitch();
        mbOut_vec[5] = mbOut.roll();
 
        mbOut_vec[6] = scale;
 
        // Inner loop: for each point NOT in the maybe inliers
        for (size_t k = n; k < N; k++)
        {
            const size_t idx = mbSet[k];
 
            // User-provided filter:
            if (params.user_individual_compat_callback)
            {
                mrpt::tfest::TPotentialMatch pm;
                pm.idx_this = in_correspondences[idx].this_idx;
                pm.idx_other = in_correspondences[idx].other_idx;
                if (!params.user_individual_compat_callback(pm))
                    continue;  // Skip this one!
            }
 
            // Consensus set: Maybe inliers + new point
            CPose3DQuat csOutQuat;
            mbInliers.push_back(in_correspondences[idx]);  // Insert
            res = mrpt::tfest::se3_l2(
                mbInliers, csOutQuat, scale, params.forceScaleToUnity);
            mbInliers.erase(mbInliers.end() - 1);  // Erase
 
            if (!res)
            {
                std::cerr << "[tfest::se3_l2_robust] tfest::se3_l2() returned "
                             "false for tentative subset during RANSAC "
                             "iteration!\n";
                continue;
            }
 
            // Is this point a supporter of the initial inlier group?
            const CPose3D csOut = CPose3D(csOutQuat);
 
            if (fabs(mbOut_vec[0] - csOut.x()) < th[0] &&
                fabs(mbOut_vec[1] - csOut.y()) < th[1] &&
                fabs(mbOut_vec[2] - csOut.z()) < th[2] &&
                fabs(mbOut_vec[3] - csOut.yaw()) < th[3] &&
                fabs(mbOut_vec[4] - csOut.pitch()) < th[4] &&
                fabs(mbOut_vec[5] - csOut.roll()) < th[5] &&
                fabs(mbOut_vec[6] - scale) < th[6])
            {
                // Inlier detected -> add to the inlier list
                cSet.push_back(idx);
            }  // end if INLIERS
            else
            {
                // cout << " It " << iterations << " - RANSAC Outlier Detected:
                // " << k << endl;
            }
        }  // end 'inner' for
 
        // Test cSet size
        if (cSet.size() >= d)
        {
            // Good set of points found
            TMatchingPairList cSetInliers;
            cSetInliers.resize(cSet.size());
            for (unsigned int m = 0; m < cSet.size(); m++)
                cSetInliers[m] = in_correspondences[cSet[m]];
 
            // Compute output: Consensus Set + Initial Inliers Guess
            CPose3DQuat cIOutQuat;
            res = mrpt::tfest::se3_l2(
                cSetInliers, cIOutQuat, scale,
                params.forceScaleToUnity);  // Compute output
            ASSERTMSG_(
                res,
                "tfest::se3_l2() returned false for tentative subset during "
                "RANSAC iteration!");
 
            // Compute error for consensus_set
            const CPose3D cIOut = CPose3D(cIOutQuat);
            const double err = std::sqrt(
                square(mbOut_vec[0] - cIOut.x()) +
                square(mbOut_vec[1] - cIOut.y()) +
                square(mbOut_vec[2] - cIOut.z()) +
                square(mbOut_vec[3] - cIOut.yaw()) +
                square(mbOut_vec[4] - cIOut.pitch()) +
                square(mbOut_vec[5] - cIOut.roll()) +
                square(mbOut_vec[6] - scale));
 
            // Is the best set of points so far?
            if (err < min_err && cSet.size() >= max_size)
            {
                min_err = err;
                max_size = cSet.size();
                results.transformation = cIOutQuat;
                results.scale = scale;
                results.inliers_idx = cSet;
            }  // end if SCALE ERROR
            // printf(" - Consensus set size: %u - Error: %.6f\n", (unsigned
            // int)cSet.size(), err );
        }  // end if cSet.size() > d
        else
        {
            // printf(" - Consensus set size: %u - Not big enough!\n", (unsigned
            // int)cSet.size() );
        }
    }  // end 'iterations' for
 
    if (max_size == 0)
    {
        std::cerr << "[se3_l2_robust] maximum size is == 0!\n";
        return false;
    }
 
    MRPT_END
 
    return true;
 
}  // end se3_l2_robust()