Outliers.cpp

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#include "../utest.h"
#include "pointmatcher/OutlierFiltersImpl.h"
 
using namespace std;
using namespace PointMatcherSupport;
 
//---------------------------
// Outlier modules
//---------------------------
 
// Utility classes
class OutlierFilterTest: public IcpHelper
{
public:
        std::shared_ptr<PM::OutlierFilter> testedOutlierFilter;
 
        // Will be called for every tests
        virtual void SetUp()
        {
                icp.setDefault();
                // Uncomment for console outputs
                //setLogger(PM::get().LoggerRegistrar.create("FileLogger"));
                
                icp.outlierFilters.clear();
        }
 
        // Will be called for every tests
        virtual void TearDown(){}
 
        void addFilter(string name, PM::Parameters params)
        {
                testedOutlierFilter = 
                        PM::get().OutlierFilterRegistrar.create(name, params);
                icp.outlierFilters.push_back(testedOutlierFilter);
        }
 
};
 
//No commun parameters were found for 2D and 3D, tests are spliced
TEST_F(OutlierFilterTest, MaxDistOutlierFilter2D)
{
        addFilter("MaxDistOutlierFilter", {
                        {"maxDist", toParam(0.10)}
                }
        );
        validate2dTransformation();
}
 
TEST_F(OutlierFilterTest, MaxDistOutlierFilter3D)
{
        addFilter("MaxDistOutlierFilter", {
                        {"maxDist", toParam(1.0)}
                }
        );
        validate3dTransformation();
}
 
//No commun parameters were found for 2D and 3D, tests are spliced
TEST_F(OutlierFilterTest, MinDistOutlierFilter2D)
{
        // Since not sure how useful is that filter, we keep the 
        // MaxDistOutlierFilter with it
        std::shared_ptr<PM::OutlierFilter> extraOutlierFilter;
        
        extraOutlierFilter = 
                PM::get().OutlierFilterRegistrar.create(
                        "MaxDistOutlierFilter", {
                                {"maxDist", toParam(0.10)}
                        }
                );
        icp.outlierFilters.push_back(extraOutlierFilter);
        
        addFilter("MinDistOutlierFilter", {{"minDist", toParam(0.0002)}});
        
        validate2dTransformation();
}
 
TEST_F(OutlierFilterTest, MinDistOutlierFilter3D)
{
        // Since not sure how useful is that filter, we keep the 
        // MaxDistOutlierFilter with it
        std::shared_ptr<PM::OutlierFilter> extraOutlierFilter;
        
        extraOutlierFilter = 
                PM::get().OutlierFilterRegistrar.create(
                        "MaxDistOutlierFilter", {
                                {"maxDist", toParam(1.0)}
                        }
                )
        ;
        icp.outlierFilters.push_back(extraOutlierFilter);
        
        addFilter("MinDistOutlierFilter", {{"minDist", toParam(0.0002)}});
        
        validate3dTransformation();
}
 
TEST_F(OutlierFilterTest, MedianDistOutlierFilter)
{
        addFilter("MedianDistOutlierFilter", {{"factor", toParam(3.5)}});
        validate2dTransformation();
        validate3dTransformation();
}
 
 
TEST_F(OutlierFilterTest, TrimmedDistOutlierFilter)
{
        addFilter("TrimmedDistOutlierFilter", {{"ratio", toParam(0.85)}});
        validate2dTransformation();
        validate3dTransformation();
}
 
 
TEST_F(OutlierFilterTest, VarTrimmedDistOutlierFilter)
{
        addFilter("VarTrimmedDistOutlierFilter", {
                        {"minRatio", toParam(0.60)},
                        {"maxRatio", toParam(0.80)},
                        {"lambda", toParam(0.9)}
                }
        );
        validate2dTransformation();
        validate3dTransformation();
}
 
OutlierFiltersImpl<NumericType>::OutlierWeights VarTrimLambdaTest(const NumericType lambda) {
        OutlierFiltersImpl<NumericType>::VarTrimmedDistOutlierFilter filter({{"minRatio", toParam(0.0000001)},
                                                                                                                                   {"maxRatio", toParam(1.0)},
                                                                                                                                   {"lambda", toParam(lambda)}});
        PointMatcher<NumericType>::DataPoints filteredReading;
        PointMatcher<NumericType>::DataPoints filteredReference;
 
        // Create a vector a distance
        PointMatcher<NumericType>::Matches::Dists dists(1, 5);
        dists << 4, 5, 5, 5, 5;
        PointMatcher<NumericType>::Matches::Ids ids(1, 5);
        PointMatcher<NumericType>::Matches input(dists, ids);
        return filter.compute(filteredReading, filteredReference, input);
}
 
TEST_F(OutlierFilterTest, VarTrimmedDistOutlierFilterParameters)
{
        // A lambda parameter of zero, all matches will be reject except for the minimum
        OutlierFiltersImpl<NumericType>::OutlierWeights weights = VarTrimLambdaTest(0.0);
        // The minimum is the first value
        EXPECT_EQ(1.0f, weights(0, 0));
        EXPECT_EQ(0.0f, weights(0, 1));
 
        weights = VarTrimLambdaTest(1.0);
        EXPECT_EQ(1.0f, weights(0, 0));
        EXPECT_EQ(1.0f, weights(0, 1));
}