pointmatcher/DataPoints.cpp

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// kate: replace-tabs off; indent-width 4; indent-mode normal
// vim: ts=4:sw=4:noexpandtab
/*
 
Copyright (c) 2010--2012,
François Pomerleau and Stephane Magnenat, ASL, ETHZ, Switzerland
You can contact the authors at <f dot pomerleau at gmail dot com> and
<stephane at magnenat dot net>
 
All rights reserved.
 
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:
    * Redistributions of source code must retain the above copyright
      notice, this list of conditions and the following disclaimer.
    * Redistributions in binary form must reproduce the above copyright
      notice, this list of conditions and the following disclaimer in the
      documentation and/or other materials provided with the distribution.
    * Neither the name of the <organization> nor the
      names of its contributors may be used to endorse or promote products
      derived from this software without specific prior written permission.
 
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL ETH-ASL BE LIABLE FOR ANY
DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 
*/
 
#include "PointMatcher.h"
#include "PointMatcherPrivate.h"
#include <iostream>
 
using namespace std;
 
template<typename T>
PointMatcher<T>::DataPoints::Label::Label(const std::string& text, const size_t span):
        text(text),
        span(span)
{}
 
template<typename T>
PointMatcher<T>::DataPoints::InvalidField::InvalidField(const std::string& reason):
        runtime_error(reason)
{}
 
template<typename T>
bool PointMatcher<T>::DataPoints::Label::operator ==(const Label& that) const
{
        return (this->text == that.text) && (this->span == that.span);
}
 
template<typename T>
PointMatcher<T>::DataPoints::Labels::Labels()
{}
 
template<typename T>
PointMatcher<T>::DataPoints::Labels::Labels(const Label& label):
        std::vector<Label>(1, label)
{}
 
template<typename T>
bool PointMatcher<T>::DataPoints::Labels::contains(const std::string& text) const
{
        for (const_iterator it(this->begin()); it != this->end(); ++it)
        {
                if (it->text == text)
                        return true;
        }
        return false;
}
 
template<typename T>
size_t PointMatcher<T>::DataPoints::Labels::totalDim() const
{
        size_t dim(0);
        for (const_iterator it(this->begin()); it != this->end(); ++it)
                dim += it->span;
        return dim;
}
 
template<typename T>
PointMatcher<T>::DataPoints::DataPoints()
{}
 
template<typename T>
PointMatcher<T>::DataPoints::DataPoints(const Labels& featureLabels, const Labels& descriptorLabels, const size_t pointCount):
        featureLabels(featureLabels),
        descriptorLabels(descriptorLabels)
{
        features.resize(featureLabels.totalDim(), pointCount);
        if(descriptorLabels.totalDim())
                descriptors.resize(descriptorLabels.totalDim(), pointCount);
}
 
template<typename T>
PointMatcher<T>::DataPoints::DataPoints(const Labels& featureLabels,
                                        const Labels& descriptorLabels,
                                                                                const Labels& timeLabels,
                                                                                const size_t pointCount):
        featureLabels(featureLabels),
        descriptorLabels(descriptorLabels),
        timeLabels(timeLabels)
{
        features.resize(featureLabels.totalDim(), pointCount);
 
        if(descriptorLabels.totalDim())
                descriptors.resize(descriptorLabels.totalDim(), pointCount);
        if(timeLabels.totalDim())
                times.resize(timeLabels.totalDim(), pointCount);
}
 
template<typename T>
PointMatcher<T>::DataPoints::DataPoints(const Matrix& features, const Labels& featureLabels):
        features(features),
        featureLabels(featureLabels)
{}
 
template<typename T>
PointMatcher<T>::DataPoints::DataPoints(const Matrix& features, const Labels& featureLabels, const Matrix& descriptors, const Labels& descriptorLabels):
        features(features),
        featureLabels(featureLabels),
        descriptors(descriptors),
        descriptorLabels(descriptorLabels)
{}
 
template<typename T>
PointMatcher<T>::DataPoints::DataPoints(const Matrix& features, const Labels& featureLabels, const Matrix& descriptors, const Labels& descriptorLabels, const Int64Matrix& times, const Labels& timeLabels):
        features(features),
        featureLabels(featureLabels),
        descriptors(descriptors),
        descriptorLabels(descriptorLabels),
        times(times),
        timeLabels(timeLabels)
{}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getNbPoints() const
{
        return features.cols();
}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getEuclideanDim() const
{
    const size_t nbRows = features.rows();
    return (nbRows == 0) ? 0 : (nbRows - 1);
}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getHomogeneousDim() const
{
        return features.rows();
}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getNbGroupedDescriptors() const
{
        return descriptorLabels.size();
}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getDescriptorDim() const
{
        return descriptors.rows();
}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getTimeDim() const
{
        return times.rows();
}
 
template<typename T>
bool PointMatcher<T>::DataPoints::operator ==(const DataPoints& that) const
{
        // Note comparing matrix without the same dimensions trigger an assert
        bool isEqual = false;
        if((features.rows() == that.features.rows()) &&
                (features.cols() == that.features.cols()) &&
                (descriptors.rows() == that.descriptors.rows()) &&
                (descriptors.cols() == that.descriptors.cols()) &&
                (times.rows() == that.times.rows()) &&
                (times.cols() == that.times.cols()))
        {
                isEqual = (features == that.features) &&
                        (featureLabels == that.featureLabels) &&
                        (descriptors == that.descriptors) &&
                        (descriptorLabels == that.descriptorLabels)&&
                        (times == that.times) &&
                        (timeLabels == that.timeLabels);
        }
 
        return isEqual;
                
}
 
template<typename T>
void PointMatcher<T>::DataPoints::concatenate(const DataPoints& dp)
{
        const int nbPoints1 = this->features.cols();
        const int nbPoints2 = dp.features.cols();
        const int nbPointsTotal = nbPoints1 + nbPoints2;
 
        const int dimFeat = this->features.rows();
        if(dimFeat != dp.features.rows())
        {
                stringstream errorMsg;
                errorMsg << "Cannot concatenate DataPoints because the dimension of the features are not the same. Actual dimension: " << dimFeat << " New dimension: " << dp.features.rows(); 
                throw InvalidField(errorMsg.str());
        }
        
        // concatenate features
        this->features.conservativeResize(Eigen::NoChange, nbPointsTotal);
        this->features.rightCols(nbPoints2) = dp.features;
        
        // concatenate descriptors
        concatenateLabelledMatrix(&descriptorLabels, &descriptors, dp.descriptorLabels, dp.descriptors);
        assertDescriptorConsistency();
        
        // concatenate time
        concatenateLabelledMatrix(&timeLabels, &times, dp.timeLabels, dp.times);
        assertTimesConsistency();
        
}
 
 
template<typename T>
template<typename MatrixType>
void PointMatcher<T>::DataPoints::concatenateLabelledMatrix(Labels* labels, MatrixType* data, const Labels extraLabels, const MatrixType extraData)
{
        const int nbPoints1 = data->cols();
        const int nbPoints2 = extraData.cols();
        const int nbPointsTotal = nbPoints1 + nbPoints2;
 
 
        if (*labels == extraLabels)
        {
                if (labels->size() > 0)
                {
                        // same descriptors, fast merge
                        data->conservativeResize(Eigen::NoChange, nbPointsTotal);
                        data->rightCols(nbPoints2) = extraData;
                }
        }
        else
        {
                // different descriptors, slow merge
                
                // collect labels to be kept
                Labels newLabels;
                for(BOOST_AUTO(it, labels->begin()); it != labels->end(); ++it)
                {
                        for(BOOST_AUTO(jt, extraLabels.begin()); jt != extraLabels.end(); ++jt)
                        {
                                if (it->text == jt->text)
                                {
                                        if (it->span != jt->span)
                                                throw InvalidField(
                                                (boost::format("The field %1% has dimension %2% in this, different than dimension %3% in that") % it->text % it->span % jt->span).str()
                                        );
                                        newLabels.push_back(*it);
                                        break;
                                }
                        }
                }
                
                // allocate new descriptors
                if (newLabels.size() > 0)
                {
                        MatrixType newData;
                        Labels filledLabels;
                        this->allocateFields(newLabels, filledLabels, newData);
                        assert(newLabels == filledLabels);
                        
                        // fill
                        unsigned row(0);
                        for(BOOST_AUTO(it, newLabels.begin()); it != newLabels.end(); ++it)
                        {
                                Eigen::Block<MatrixType> view(newData.block(row, 0, it->span, newData.cols()));
                                view.leftCols(nbPoints1) = getViewByName(it->text, *labels, *data);
                                view.rightCols(nbPoints2) = getViewByName(it->text, extraLabels, extraData);
                                row += it->span;
                        }
                        
                        // swap descriptors
                        data->swap(newData);
                        *labels = newLabels;
                }
                else
                {
                        *data = MatrixType();
                        *labels = Labels();
                }
        }
}
 
template<typename T>
void PointMatcher<T>::DataPoints::conservativeResize(Index pointCount)
{
        features.conservativeResize(Eigen::NoChange, pointCount);
        if (descriptors.cols() > 0)
                descriptors.conservativeResize(Eigen::NoChange, pointCount);
 
        if (times.cols() > 0)
                times.conservativeResize(Eigen::NoChange, pointCount);
}
 
template<typename T>
typename PointMatcher<T>::DataPoints PointMatcher<T>::DataPoints::createSimilarEmpty() const
{
        const int nbPoints(features.cols());
        DataPoints output(
                Matrix(features.rows(), nbPoints),
                featureLabels
        );
 
        assertDescriptorConsistency();
        if (descriptors.cols() > 0)
        {
                output.descriptors = Matrix(descriptors.rows(), nbPoints);
                output.descriptorLabels = descriptorLabels;
        }
 
        assertTimesConsistency();
        if (times.cols() > 0)
        {
                output.times = Int64Matrix(times.rows(), nbPoints);
                output.timeLabels = timeLabels;
        }
 
        return output;
}
 
template<typename T>
typename PointMatcher<T>::DataPoints PointMatcher<T>::DataPoints::createSimilarEmpty(Index pointCount) const
{
        DataPoints output(
                Matrix(features.rows(), pointCount),
                featureLabels
        );
 
        assertDescriptorConsistency();
        if (descriptors.cols() > 0)
        {
                output.descriptors = Matrix(descriptors.rows(), pointCount);
                output.descriptorLabels = descriptorLabels;
        }
 
        assertTimesConsistency();
        if (times.cols() > 0)
        {
                output.times = Int64Matrix(times.rows(), pointCount);
                output.timeLabels = timeLabels;
        }
 
        return output;
}
 
template<typename T>
void PointMatcher<T>::DataPoints::setColFrom(Index thisCol, const DataPoints& that, Index thatCol)
{
        features.col(thisCol) = that.features.col(thatCol);
        
        if (descriptors.cols() > 0)
                descriptors.col(thisCol) = that.descriptors.col(thatCol);
 
        if (times.cols() > 0)
                times.col(thisCol) = that.times.col(thatCol);
 
}
template<typename T>
void PointMatcher<T>::DataPoints::swapCols(Index iCol,Index jCol)
{
        features.col(iCol).swap(features.col(jCol));
        if (descriptors.cols() > 0)
                descriptors.col(iCol).swap(descriptors.col(jCol));
        if (times.cols() > 0)
                times.col(iCol).swap(times.col(jCol));
}
 
//------------------------------------
// Methods related to features
//------------------------------------
 
 
template<typename T>
void PointMatcher<T>::DataPoints::allocateFeature(const std::string& name, const unsigned dim)
{
        allocateField(name, dim, featureLabels, features);
}
 
template<typename T>
void PointMatcher<T>::DataPoints::allocateFeatures(const Labels& newLabels)
{
        allocateFields(newLabels, featureLabels, features);
}
 
template<typename T>
void PointMatcher<T>::DataPoints::addFeature(const std::string& name, const Matrix& newFeature)
{
        removeFeature("pad");
        addField<Matrix>(name, newFeature, featureLabels, features);
        addField<Matrix>("pad", Matrix::Ones(1, features.cols()), featureLabels, features);
}
 
template<typename T>
void PointMatcher<T>::DataPoints::removeFeature(const std::string& name)
{
        removeField(name, featureLabels, features);
}
 
template<typename T>
typename PointMatcher<T>::Matrix PointMatcher<T>::DataPoints::getFeatureCopyByName(const std::string& name) const
{
        return Matrix(getFeatureViewByName(name));
}
 
template<typename T>
const typename PointMatcher<T>::DataPoints::ConstView PointMatcher<T>::DataPoints::getFeatureViewByName(const std::string& name) const
{
        return getConstViewByName(name, featureLabels, features);
}
 
template<typename T>
typename PointMatcher<T>::DataPoints::View PointMatcher<T>::DataPoints::getFeatureViewByName(const std::string& name)
{
        return getViewByName(name, featureLabels, features);
}
 
template<typename T>
const typename PointMatcher<T>::DataPoints::ConstView PointMatcher<T>::DataPoints::getFeatureRowViewByName(const std::string& name, const unsigned row) const
{
        return getConstViewByName(name, featureLabels, features, int(row));
}
 
template<typename T>
typename PointMatcher<T>::DataPoints::View PointMatcher<T>::DataPoints::getFeatureRowViewByName(const std::string& name, const unsigned row)
{
        return getViewByName(name, featureLabels, features, int(row));
}
 
template<typename T>
bool PointMatcher<T>::DataPoints::featureExists(const std::string& name) const
{
        return fieldExists(name, 0, featureLabels);
}
 
template<typename T>
bool PointMatcher<T>::DataPoints::featureExists(const std::string& name, const unsigned dim) const
{
        return fieldExists(name, dim, featureLabels);
}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getFeatureDimension(const std::string& name) const
{
        return getFieldDimension(name, featureLabels);
}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getFeatureStartingRow(const std::string& name) const
{
        return getFieldStartingRow(name, featureLabels);
}
 
//------------------------------------
// Methods related to descriptors
//------------------------------------
 
template<typename T>
void PointMatcher<T>::DataPoints::allocateDescriptor(const std::string& name, const unsigned dim)
{
        allocateField(name, dim, descriptorLabels, descriptors);
}
 
template<typename T>
void PointMatcher<T>::DataPoints::allocateDescriptors(const Labels& newLabels)
{
        allocateFields(newLabels, descriptorLabels, descriptors);
}
 
template<typename T>
void PointMatcher<T>::DataPoints::addDescriptor(const std::string& name, const Matrix& newDescriptor)
{
        addField(name, newDescriptor, descriptorLabels, descriptors);
}
 
template<typename T>
void PointMatcher<T>::DataPoints::removeDescriptor(const std::string& name)
{
        removeField(name, descriptorLabels, descriptors);
}
 
 
template<typename T>
typename PointMatcher<T>::Matrix PointMatcher<T>::DataPoints::getDescriptorCopyByName(const std::string& name) const
{
        return Matrix(getDescriptorViewByName(name));
}
 
template<typename T>
const typename PointMatcher<T>::DataPoints::ConstView PointMatcher<T>::DataPoints::getDescriptorViewByName(const std::string& name) const
{
        return getConstViewByName(name, descriptorLabels, descriptors);
}
 
template<typename T>
typename PointMatcher<T>::DataPoints::View PointMatcher<T>::DataPoints::getDescriptorViewByName(const std::string& name)
{
        return getViewByName(name, descriptorLabels, descriptors);
}
 
template<typename T>
const typename PointMatcher<T>::DataPoints::ConstView PointMatcher<T>::DataPoints::getDescriptorRowViewByName(const std::string& name, const unsigned row) const
{
        return getConstViewByName(name, descriptorLabels, descriptors, int(row));
}
 
template<typename T>
typename PointMatcher<T>::DataPoints::View PointMatcher<T>::DataPoints::getDescriptorRowViewByName(const std::string& name, const unsigned row)
{
        return getViewByName(name, descriptorLabels, descriptors, int(row));
}
 
template<typename T>
bool PointMatcher<T>::DataPoints::descriptorExists(const std::string& name) const
{
        return fieldExists(name, 0, descriptorLabels);
}
 
template<typename T>
bool PointMatcher<T>::DataPoints::descriptorExists(const std::string& name, const unsigned dim) const
{
        return fieldExists(name, dim, descriptorLabels);
}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getDescriptorDimension(const std::string& name) const
{
        return getFieldDimension(name, descriptorLabels);
}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getDescriptorStartingRow(const std::string& name) const
{
        return getFieldStartingRow(name, descriptorLabels);
}
 
template<typename T>
void PointMatcher<T>::DataPoints::assertDescriptorConsistency() const
{
        assertConsistency("descriptors", descriptors.rows(), descriptors.cols(), descriptorLabels);
}
 
//------------------------------------
// Methods related to time
//------------------------------------
 
template<typename T>
void PointMatcher<T>::DataPoints::allocateTime(const std::string& name, const unsigned dim)
{
        allocateField(name, dim, timeLabels, times);
}
 
template<typename T>
void PointMatcher<T>::DataPoints::allocateTimes(const Labels& newLabels)
{
        allocateFields(newLabels, timeLabels, times);
}
 
 
template<typename T>
void PointMatcher<T>::DataPoints::addTime(const std::string& name, const Int64Matrix& newTime)
{
        addField(name, newTime, timeLabels, times);
}
 
template<typename T>
void PointMatcher<T>::DataPoints::removeTime(const std::string& name)
{
        removeField(name, timeLabels, times);
}
 
template<typename T>
typename PointMatcher<T>::Int64Matrix PointMatcher<T>::DataPoints::getTimeCopyByName(const std::string& name) const
{
        return Int64Matrix(getTimeViewByName(name));
}
 
 
template<typename T>
const typename PointMatcher<T>::DataPoints::TimeConstView PointMatcher<T>::DataPoints::getTimeViewByName(const std::string& name) const
{
        return getConstViewByName(name, timeLabels, times);
}
 
template<typename T>
typename PointMatcher<T>::DataPoints::TimeView PointMatcher<T>::DataPoints::getTimeViewByName(const std::string& name)
{
        return getViewByName(name, timeLabels, times);
}
 
template<typename T>
const typename PointMatcher<T>::DataPoints::TimeConstView PointMatcher<T>::DataPoints::getTimeRowViewByName(const std::string& name, const unsigned row) const
{
        return getConstViewByName(name, timeLabels, times, int(row));
}
 
template<typename T>
typename PointMatcher<T>::DataPoints::TimeView PointMatcher<T>::DataPoints::getTimeRowViewByName(const std::string& name, const unsigned row)
{
        return getViewByName(name, timeLabels, times, int(row));
}
 
 
template<typename T>
bool PointMatcher<T>::DataPoints::timeExists(const std::string& name) const
{
        return fieldExists(name, 0, timeLabels);
}
 
template<typename T>
bool PointMatcher<T>::DataPoints::timeExists(const std::string& name, const unsigned dim) const
{
        return fieldExists(name, dim, timeLabels);
}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getTimeDimension(const std::string& name) const
{
        return getFieldDimension(name, timeLabels);
}
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getTimeStartingRow(const std::string& name) const
{
        return getFieldStartingRow(name, timeLabels);
}
 
template<typename T>
void PointMatcher<T>::DataPoints::assertTimesConsistency() const
{
        assertConsistency("times", times.rows(), times.cols(), timeLabels);
}
 
template<typename T>
void PointMatcher<T>::DataPoints::assertConsistency(const std::string& dataName,  const int dataRows, const int dataCols, const Labels& labels) const
{
        if (dataRows == 0)
        {
                if (dataCols != 0)
                        throw InvalidField(
                                (boost::format("Point cloud has degenerate %2% dimensions of rows=0, cols=%1%") % dataCols % dataName).str()
                        );
                if (labels.size() > 0)
                        throw InvalidField(
                                (boost::format("Point cloud has no %2% data but %1% descriptor labels") % labels.size() % dataName).str()
                        );
        }
        else
        {
                if (dataCols != features.cols())
                {
                        throw InvalidField(
                                (boost::format("Point cloud has %1% points in features but %2% points in %3%") % features.cols() % dataCols % dataName).str()
                        );
                }
 
                int descDim(0);
                for (BOOST_AUTO(it, labels.begin()); it != labels.end(); ++it)
                        descDim += it->span;
                
                if (dataRows != descDim)
                        throw InvalidField(
                                (boost::format("Labels from %3% return %1% total dimensions but there are %2% in the %3% matrix") % descDim % dataRows % dataName).str()
                        );
        
        }
 
}
 
template<typename T>
template<typename MatrixType>
void PointMatcher<T>::DataPoints::allocateField(const std::string& name, const unsigned dim, Labels& labels, MatrixType& data) const
{
        if (fieldExists(name, 0, labels))
        {
                const unsigned descDim(getFieldDimension(name, labels));
                if (descDim != dim)
                {
                        throw InvalidField(
                                (boost::format("The existing field %1% has dimension %2%, different than requested dimension %3%") % name % descDim % dim).str()
                        );
                }
        }
        else
        {
                const int oldDim(data.rows());
                const int totalDim(oldDim + dim);
                const int pointCount(features.cols());
                data.conservativeResize(totalDim, pointCount);
                labels.push_back(Label(name, dim));
        }
}
 
template<typename T>
template<typename MatrixType>
void PointMatcher<T>::DataPoints::allocateFields(const Labels& newLabels, Labels& labels, MatrixType& data) const
{
        typedef vector<bool> BoolVector;
        BoolVector present(newLabels.size(), false);
        
        // for fields that exist, take note and check dimension
        size_t additionalDim(0);
        for (size_t i = 0; i < newLabels.size(); ++i)
        {
                const string& newName(newLabels[i].text);
                const size_t newSpan(newLabels[i].span);
                for(BOOST_AUTO(it, labels.begin()); it != labels.end(); ++it)
                {
                        if (it->text == newName)
                        {
                                if (it->span != newSpan)
                                        throw InvalidField(
                                                (boost::format("The existing field %1% has dimension %2%, different than requested dimension %3%") % newName % it->span % newSpan).str()
                                        );
                                present[i] = true;
                                break;
                        }
                }
                if (!present[i])
                        additionalDim += newSpan;
        }
        
        // for new fields allocate
        const int oldDim(data.rows());
        const int totalDim(oldDim + additionalDim);
        const int pointCount(features.cols());
        data.conservativeResize(totalDim, pointCount);
        for (size_t i = 0; i < newLabels.size(); ++i)
        {
                if (!present[i])
                        labels.push_back(newLabels[i]);
        }
}
 
template<typename T>
template<typename MatrixType>
void PointMatcher<T>::DataPoints::addField(const std::string& name, const MatrixType& newField, Labels& labels, MatrixType& data) const
{
        const int newFieldDim = newField.rows();
        const int newPointCount = newField.cols();
        const int pointCount = features.cols();
 
        if (newField.rows() == 0)
                return;
 
        // Replace if the field exists
        if (fieldExists(name, 0, labels))
        {
                const int fieldDim = getFieldDimension(name, labels);
                
                if(fieldDim == newFieldDim)
                {
                        // Ensure that the number of points in the point cloud and in the field are the same
                        if(pointCount == newPointCount)
                        {
                                const int row = getFieldStartingRow(name, labels);
                                data.block(row, 0, fieldDim, pointCount) = newField;
                        }
                        else
                        {
                                stringstream errorMsg;
                                errorMsg << "The field " << name << " cannot be added because the number of points is not the same. Old point count: " << pointCount << "new: " << newPointCount;
                                throw InvalidField(errorMsg.str());
                        }
                }
                else
                {
                        stringstream errorMsg;
                        errorMsg << "The field " << name << " already exists but could not be added because the dimension is not the same. Old dim: " << fieldDim << " new: " << newFieldDim;
                        throw InvalidField(errorMsg.str());
                }
        }
        else // Add at the end if it is a new field
        {
                if(pointCount == newPointCount || pointCount == 0)
                {
                        const int oldFieldDim(data.rows());
                        const int totalDim = oldFieldDim + newFieldDim;
                        data.conservativeResize(totalDim, newPointCount);
                        data.bottomRows(newFieldDim) = newField;
                        labels.push_back(Label(name, newFieldDim));
                }
                else
                {
                        stringstream errorMsg;
                        errorMsg << "The field " << name << " cannot be added because the number of points is not the same. Old point count: " << pointCount << " new: " << newPointCount;
                        throw InvalidField(errorMsg.str());
                }
        }
}
template<typename T>
template<typename MatrixType>
void PointMatcher<T>::DataPoints::removeField(const std::string& name, Labels& labels, MatrixType& data) const
{
 
        const unsigned deleteId = getFieldStartingRow(name, labels);
        const unsigned span = getFieldDimension(name, labels);
        const unsigned keepAfterId = deleteId + span;
        const unsigned lastId = data.rows() - 1;
        const unsigned sizeKeep = data.rows() - keepAfterId;
        const unsigned nbPoints = data.cols();
 
 
        // check if the data to be removed at the end
        if(keepAfterId <= lastId)
        {
                data.block(deleteId, 0, sizeKeep, nbPoints) = data.block(keepAfterId, 0, sizeKeep, nbPoints);
        }
 
        //Remove the last rows
        data.conservativeResize(data.rows()-span, nbPoints);
 
        // remove label from the label list
        for(BOOST_AUTO(it, labels.begin()); it != labels.end(); ++it)
        {
                if (it->text == name)
                {
                        labels.erase(it);
                        break;
                }
        }
 
}
 
 
template<typename T>
template<typename MatrixType>
const typename Eigen::Block<const MatrixType> PointMatcher<T>::DataPoints::getConstViewByName(const std::string& name, const Labels& labels, const MatrixType& data, const int viewRow) const
{
        unsigned row(0);
        for(BOOST_AUTO(it, labels.begin()); it != labels.end(); ++it)
        {
                if (it->text == name)
                {
                        if (viewRow >= 0)
                        {
                                if (viewRow >= int(it->span))
                                        throw InvalidField(
                                                (boost::format("Requesting row %1% of field %2% that only has %3% rows") % viewRow % name % it->span).str()
                                        );
                                return data.block(row + viewRow, 0, 1, data.cols());
                        }
                        else
                                return data.block(row, 0, it->span, data.cols());
                }
                row += it->span;
        }
        throw InvalidField("Field " + name + " not found");
}
 
template<typename T>
template<typename MatrixType>
typename Eigen::Block<MatrixType> PointMatcher<T>::DataPoints::getViewByName(const std::string& name, const Labels& labels, MatrixType& data, const int viewRow) const
{
        unsigned row(0);
        for(BOOST_AUTO(it, labels.begin()); it != labels.end(); ++it)
        {
                if (it->text == name)
                {
                        if (viewRow >= 0)
                        {
                                if (viewRow >= int(it->span))
                                        throw InvalidField(
                                                (boost::format("Requesting row %1% of field %2% that only has %3% rows") % viewRow % name % it->span).str()
                                        );
                                return data.block(row + viewRow, 0, 1, data.cols());
                        }
                        else
                                return data.block(row, 0, it->span, data.cols());
                }
                row += it->span;
        }
        throw InvalidField("Field " + name + " not found");
}
 
template<typename T>
bool PointMatcher<T>::DataPoints::fieldExists(const std::string& name, const unsigned dim, const Labels& labels) const
{
        for(BOOST_AUTO(it, labels.begin()); it != labels.end(); ++it)
        {
                if (it->text == name)
                {
                        if (dim == 0 || it->span == dim)
                                return true;
                        else
                                return false;
                }
        }
        return false;
}
 
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getFieldDimension(const std::string& name, const Labels& labels) const
{
        for(BOOST_AUTO(it, labels.begin()); it != labels.end(); ++it)
        {
                if (it->text == name)
                        return it->span;
        }
        return 0;
}
 
 
template<typename T>
unsigned PointMatcher<T>::DataPoints::getFieldStartingRow(const std::string& name, const Labels& labels) const
{
        unsigned row(0);
        for(BOOST_AUTO(it, labels.begin()); it != labels.end(); ++it)
        {
                if (it->text == name)
                        return row;
                row += it->span;
        }
        return 0;
}
 
template struct PointMatcher<float>::DataPoints;
template struct PointMatcher<double>::DataPoints;
 
 
template<typename T>
void PointMatcher<T>::swapDataPoints(DataPoints& a, DataPoints& b)
{
        a.features.swap(b.features);
        swap(a.featureLabels, b.featureLabels);
        a.descriptors.swap(b.descriptors);
        swap(a.descriptorLabels, b.descriptorLabels);
        a.times.swap(b.times);
        swap(a.timeLabels, b.timeLabels);
}
 
template
void PointMatcher<float>::swapDataPoints(DataPoints& a, DataPoints& b);
template
void PointMatcher<double>::swapDataPoints(DataPoints& a, DataPoints& b);