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1 /* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
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2
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3 /*
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4 Vamp feature extraction plugin using the MATCH audio alignment
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5 algorithm.
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6
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7 Centre for Digital Music, Queen Mary, University of London.
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8
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9 This program is free software; you can redistribute it and/or
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10 modify it under the terms of the GNU General Public License as
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11 published by the Free Software Foundation; either version 2 of the
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12 License, or (at your option) any later version. See the file
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13 COPYING included with this distribution for more information.
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14 */
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15
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16 #include "FeatureConditioner.h"
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17
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18 #include <iostream>
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19 #include <cmath>
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20
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21 using namespace std;
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22
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23 //#define DEBUG_FEATURE_CONDITIONER 1
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24
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25 FeatureConditioner::FeatureConditioner(Parameters parameters) :
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26 m_params(parameters),
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27 m_ltAverage(0.0)
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28 {
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29 #ifdef DEBUG_FEATURE_CONDITIONER
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30 cerr << "*** FeatureConditioner: norm = " << parameters.norm
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31 << ", order = " << parameters.order
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32 << ", silenceThreshold = " << parameters.silenceThreshold
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33 << ", decay = " << parameters.decay << endl;
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34 #endif
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35 }
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36
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37 vector<double>
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38 FeatureConditioner::process(const vector<double> &feature)
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39 {
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40 if (m_prev.empty()) {
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41 m_prev.resize(feature.size(), 0.0);
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42 }
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43 if (m_prev.size() != feature.size()) {
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44 cerr << "ERROR: FeatureConditioner::process: feature size "
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45 << feature.size() << " differs from previous feature size "
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46 << m_prev.size() << endl;
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47 return feature;
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48 }
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49
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50 int size = feature.size();
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51
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52 vector<double> out(size, 0.0);
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53
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54 double totalEnergy = 0;
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55
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56 switch (m_params.order) {
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57
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58 case OutputRectifiedDerivative:
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59 for (int i = 0; i < size; i++) {
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60 totalEnergy += feature[i];
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61 if (feature[i] > m_prev[i]) {
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62 out[i] = feature[i] - m_prev[i];
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63 } else {
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64 out[i] = 0;
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65 }
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66 }
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67 break;
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68
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69 case OutputDerivative:
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70 for (int i = 0; i < size; i++) {
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71 totalEnergy += feature[i];
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72 out[i] = fabs(feature[i] - m_prev[i]);
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73 }
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74 break;
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75
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76 case OutputFeatures:
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77 for (int i = 0; i < size; i++) {
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78 totalEnergy += feature[i];
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79 out[i] = feature[i];
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80 }
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81 break;
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82 }
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83
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84 if (m_ltAverage == 0.0) {
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85 m_ltAverage = totalEnergy;
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86 } else {
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87 double decay = m_params.decay;
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88 m_ltAverage = m_ltAverage * decay + totalEnergy * (1.0 - decay);
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89 }
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90
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91 if (totalEnergy <= m_params.silenceThreshold) {
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92 for (int i = 0; i < size; i++) {
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93 out[i] = 0;
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94 }
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95 } else if (m_params.norm == NormaliseToSum1) {
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96 for (int i = 0; i < size; i++) {
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97 out[i] /= totalEnergy;
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98 }
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99 } else if (m_params.norm == NormaliseToLTAverage) {
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100 for (int i = 0; i < size; i++) {
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101 out[i] /= m_ltAverage;
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102 }
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103 }
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104
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105 m_prev = feature;
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106 return out;
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107 }
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108
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