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DWT concatenation and CDR
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1604b4712f
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@ -135,3 +135,26 @@ DVec DWT::backward(const std::vector<DWTLevel>& dwt) const
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return res;
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return res;
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}
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}
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// concatenate levels //////////////////////////////////////////////////////////
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DVec DWT::concat(const std::vector<DWTLevel> &dwt, const int maxLevel, const bool dropLow)
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{
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unsigned int level = ((maxLevel >= 0) ? (maxLevel + 1) : dwt.size());
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Index nlast = dwt[level - 1].first.size();
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Index n = 2*dwt.front().first.size() - ((dropLow) ? nlast : 0);
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Index pt = n, nl;
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DVec res(n);
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for (unsigned int l = 0; l < level; ++l)
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{
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nl = dwt[l].second.size();
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pt -= nl;
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res.segment(pt, nl) = dwt[l].second;
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}
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if (!dropLow)
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{
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res.segment(0, nl) = dwt[level-1].first;
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}
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return res;
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}
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@ -46,6 +46,8 @@ public:
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// DWT
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// DWT
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std::vector<DWTLevel> forward(const DVec &data, const unsigned int level) const;
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std::vector<DWTLevel> forward(const DVec &data, const unsigned int level) const;
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DVec backward(const std::vector<DWTLevel>& dwt) const;
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DVec backward(const std::vector<DWTLevel>& dwt) const;
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// concatenate levels
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static DVec concat(const std::vector<DWTLevel>& dwt, const int maxLevel = -1, const bool dropLow = false);
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private:
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private:
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DWTFilter filter_;
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DWTFilter filter_;
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};
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};
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@ -17,6 +17,7 @@
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* along with LatAnalyze 3. If not, see <http://www.gnu.org/licenses/>.
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* along with LatAnalyze 3. If not, see <http://www.gnu.org/licenses/>.
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*/
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*/
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#include <LatAnalyze/Core/Math.hpp>
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#include <LatAnalyze/Core/OptParser.hpp>
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#include <LatAnalyze/Core/OptParser.hpp>
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#include <LatAnalyze/Core/Plot.hpp>
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#include <LatAnalyze/Core/Plot.hpp>
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#include <LatAnalyze/Io/Io.hpp>
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#include <LatAnalyze/Io/Io.hpp>
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@ -53,7 +54,13 @@ int main(int argc, char *argv[])
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cerr << "usage: " << argv[0];
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cerr << "usage: " << argv[0];
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cerr << " <options> <input file>" << endl;
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cerr << " <options> <input file>" << endl;
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cerr << endl << "Possible options:" << endl << opt << endl;
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cerr << endl << "Possible options:" << endl << opt << endl;
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cerr << "Available DWT filters:" << endl;
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for (auto &fv: DWTFilters::fromName)
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{
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cerr << fv.first << " ";
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}
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cerr << endl << endl;
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return EXIT_FAILURE;
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return EXIT_FAILURE;
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}
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}
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inFilename = opt.getArgs()[0];
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inFilename = opt.getArgs()[0];
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@ -68,22 +75,45 @@ int main(int argc, char *argv[])
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DMatSample in = Io::load<DMatSample>(inFilename), res;
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DMatSample in = Io::load<DMatSample>(inFilename), res;
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Index nSample = in.size(), n = in[central].rows();
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Index nSample = in.size(), n = in[central].rows();
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vector<DMatSample> out(ss ? 1 : level, DMatSample(nSample)),
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vector<DMatSample> out(ss ? 1 : level, DMatSample(nSample)),
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outh(ss ? 0 : level, DMatSample(nSample));
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outh(ss ? 0 : level, DMatSample(nSample)),
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concath(ss ? 0 : level, DMatSample(nSample));
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DMatSample concat(nSample, n, 1);
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DWT dwt(*DWTFilters::fromName.at(filterName));
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DWT dwt(*DWTFilters::fromName.at(filterName));
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vector<DWT::DWTLevel> dataDWT(level);
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vector<DWT::DWTLevel> dataDWT(level);
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FOR_STAT_ARRAY(in, s)
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{
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in[s].conservativeResize(n, 1);
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}
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if (!ss)
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if (!ss)
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{
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{
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DMatSample buf(nSample);
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cout << "-- compute discrete wavelet transform" << endl;
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cout << "-- compute discrete wavelet transform" << endl;
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cout << "filter '" << filterName << "' / " << level << " level(s)" << endl;
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cout << "filter '" << filterName << "' / " << level << " level(s)" << endl;
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FOR_STAT_ARRAY(in, s)
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FOR_STAT_ARRAY(in, s)
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{
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{
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dataDWT = dwt.forward(in[s].col(0), level);
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dataDWT = dwt.forward(in[s], level);
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for (unsigned int l = 0; l < level; ++l)
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for (unsigned int l = 0; l < level; ++l)
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{
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{
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out[l][s] = dataDWT[l].first;
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out[l][s] = dataDWT[l].first;
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outh[l][s] = dataDWT[l].second;
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outh[l][s] = dataDWT[l].second;
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concath[l][s] = DWT::concat(dataDWT, l, true);
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}
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}
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concat[s] = DWT::concat(dataDWT);
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}
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cout << "Data CDR " << Math::cdr(in.correlationMatrix()) << " dB" << endl;
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cout << "DWT CDR " << Math::cdr(concat.correlationMatrix()) << " dB" << endl;
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for (unsigned int l = 0; l < level; ++l)
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{
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cout << "DWT level " << l << " CDR: L= ";
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cout << Math::cdr(out[l].correlationMatrix()) << " dB / H= ";
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cout << Math::cdr(outh[l].correlationMatrix()) << " dB" << endl;
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}
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for (unsigned int l = 0; l < level; ++l)
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{
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cout << "DWT detail level " << l << " CDR: ";
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cout << Math::cdr(concath[l].correlationMatrix()) << " dB" << endl;
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}
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}
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}
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}
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else
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else
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@ -102,7 +132,7 @@ int main(int argc, char *argv[])
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}
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}
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FOR_STAT_ARRAY(in, s)
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FOR_STAT_ARRAY(in, s)
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{
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{
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dataDWT.back().first = in[s].col(0);
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dataDWT.back().first = in[s];
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out[0][s] = dwt.backward(dataDWT);
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out[0][s] = dwt.backward(dataDWT);
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}
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}
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}
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}
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@ -115,7 +145,9 @@ int main(int argc, char *argv[])
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{
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{
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Io::save<DMatSample>(out[l], outFilename + "/L" + strFrom(l) + ".h5");
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Io::save<DMatSample>(out[l], outFilename + "/L" + strFrom(l) + ".h5");
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Io::save<DMatSample>(outh[l], outFilename + "/H" + strFrom(l) + ".h5");
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Io::save<DMatSample>(outh[l], outFilename + "/H" + strFrom(l) + ".h5");
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Io::save<DMatSample>(concath[l], outFilename + "/concatH" + strFrom(l) + ".h5");
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}
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}
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Io::save<DMatSample>(concat, outFilename + "/concat.h5");
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}
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}
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else
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else
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{
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{
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