gtsam/examples/Pose2SLAMExample_g2o.cpp

73 lines
2.3 KiB
C++

/* ----------------------------------------------------------------------------
* GTSAM Copyright 2010, Georgia Tech Research Corporation,
* Atlanta, Georgia 30332-0415
* All Rights Reserved
* Authors: Frank Dellaert, et al. (see THANKS for the full author list)
* See LICENSE for the license information
* -------------------------------------------------------------------------- */
/**
* @file Pose2SLAMExample_g2o.cpp
* @brief A 2D Pose SLAM example that reads input from g2o, converts it to a factor graph and does the
* optimization. Output is written on a file, in g2o format
* Syntax for the script is ./Pose2SLAMExample_g2o input.g2o output.g2o
* @date May 15, 2014
* @author Luca Carlone
*/
#include <gtsam/slam/dataset.h>
#include <gtsam/slam/PriorFactor.h>
#include <gtsam/nonlinear/GaussNewtonOptimizer.h>
#include <fstream>
using namespace std;
using namespace gtsam;
int main(const int argc, const char *argv[]) {
// Read graph from file
string g2oFile;
if (argc < 2)
g2oFile = findExampleDataFile("noisyToyGraph.txt");
else
g2oFile = argv[1];
NonlinearFactorGraph::shared_ptr graph;
Values::shared_ptr initial;
boost::tie(graph, initial) = readG2o(g2oFile);
// Add prior on the pose having index (key) = 0
NonlinearFactorGraph graphWithPrior = *graph;
noiseModel::Diagonal::shared_ptr priorModel = //
noiseModel::Diagonal::Variances((Vector(3) << 1e-6, 1e-6, 1e-8));
graphWithPrior.add(PriorFactor<Pose2>(0, Pose2(), priorModel));
GaussNewtonParams params;
params.setVerbosity("TERMINATION");
if (argc == 4) {
params.maxIterations = atoi(argv[3]);
std::cout << "User required to perform " << params.maxIterations << " iterations "<< std::endl;
}
std::cout << "Optimizing the factor graph" << std::endl;
GaussNewtonOptimizer optimizer(graphWithPrior, *initial, params);
Values result = optimizer.optimize();
std::cout << "Optimization complete" << std::endl;
std::cout << "initial error=" <<graph->error(*initial)<< std::endl;
std::cout << "final error=" <<graph->error(result)<< std::endl;
if (argc < 3) {
result.print("result");
} else {
const string outputFile = argv[2];
std::cout << "Writing results to file: " << outputFile << std::endl;
writeG2o(*graph, result, outputFile);
std::cout << "done! " << std::endl;
}
return 0;
}