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1 /*
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2 ==============================================================================
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3
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4 FeatureData.cpp
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5 Created: 28 Aug 2014 6:41:48pm
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6 Author: david.ronan
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7
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8 ==============================================================================
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9 */
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10
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11 #include "FeatureData.h"
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12
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13 FeatureData::FeatureData(){}
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14 FeatureData::~FeatureData(){}
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15
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16 void FeatureData::PoolData(float timefactor)
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17 {
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18 //TODO: Remove hardcoded value
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19 int modval = static_cast<int>(timefactor / 0.05); //50 millisecs
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20 int index = 0;
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21 int remainderindex = 0;
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22
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23 std::vector<float> peak;
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24 std::vector<float> rms;
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25 std::vector<float> crestFactor;
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26 std::vector<float> zcr;
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27 std::vector<float> centroid;
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28 std::vector<float> spread;
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29 std::vector<float> skewness;
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30 std::vector<float> kurtosis;
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31 std::vector<float> brightness;
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32 std::vector<float> rolloff85;
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33 std::vector<float> rolloff95;
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34 std::vector<float> spectralentropy;
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35 std::vector<float> flatness;
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36 std::vector<float> spectralcf;
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37 std::vector<float> spectralflux;
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38
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39 std::vector<float> mfcc1;
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40 std::vector<float> mfcc2;
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41 std::vector<float> mfcc3;
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42 std::vector<float> mfcc4;
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43 std::vector<float> mfcc5;
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44 std::vector<float> mfcc6;
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45 std::vector<float> mfcc7;
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46 std::vector<float> mfcc8;
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47 std::vector<float> mfcc9;
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48 std::vector<float> mfcc10;
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49 std::vector<float> mfcc11;
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50 std::vector<float> mfcc12;
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51
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52 std::vector<float> spectralContrast1;
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53 std::vector<float> spectralContrast2;
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54 std::vector<float> spectralContrast3;
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55 std::vector<float> spectralContrast4;
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56 std::vector<float> spectralContrast5;
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57 std::vector<float> spectralContrast6;
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58
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59 std::vector<float> spectralValley1;
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60 std::vector<float> spectralValley2;
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61 std::vector<float> spectralValley3;
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62 std::vector<float> spectralValley4;
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63 std::vector<float> spectralValley5;
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64 std::vector<float> spectralValley6;
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65
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66 for(size_t i = 1; i <= m_ObservationData.size(); i++)
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67 {
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68 peak.push_back(m_ObservationData[i -1].GetPeak());
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69 rms.push_back(m_ObservationData[i -1].GetRMS());
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70 crestFactor.push_back(m_ObservationData[i -1].GetCrestFactor());
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71 zcr.push_back(m_ObservationData[i -1].GetZCR());
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72 centroid.push_back(m_ObservationData[i -1].GetCentroid());
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73 spread.push_back(m_ObservationData[i -1].GetSpread());
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74 skewness.push_back(m_ObservationData[i -1].GetSkewness());
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75 kurtosis.push_back(m_ObservationData[i -1].GetKurtosis());
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76 brightness.push_back(m_ObservationData[i -1].GetBrightness());
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77 rolloff85.push_back(m_ObservationData[i -1].GetRollOff85());
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78 rolloff95.push_back(m_ObservationData[i -1].GetRollOff95());
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79 spectralentropy.push_back(m_ObservationData[i -1].GetSpectralEntropy());
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80 flatness.push_back(m_ObservationData[i -1].GetFlatness());
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81 spectralcf.push_back(m_ObservationData[i -1].GetSpectralCF());
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82 spectralflux.push_back(m_ObservationData[i -1].GetSpectralFlux());
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83
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84 mfcc1.push_back(m_ObservationData[i -1].GetMFCCs()[0]);
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85 mfcc2.push_back(m_ObservationData[i -1].GetMFCCs()[1]);
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86 mfcc3.push_back(m_ObservationData[i -1].GetMFCCs()[2]);
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87 mfcc4.push_back(m_ObservationData[i -1].GetMFCCs()[3]);
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88 mfcc5.push_back(m_ObservationData[i -1].GetMFCCs()[4]);
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89 mfcc6.push_back(m_ObservationData[i -1].GetMFCCs()[5]);
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90 mfcc7.push_back(m_ObservationData[i -1].GetMFCCs()[6]);
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91 mfcc8.push_back(m_ObservationData[i -1].GetMFCCs()[7]);
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92 mfcc9.push_back(m_ObservationData[i -1].GetMFCCs()[8]);
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93 mfcc10.push_back(m_ObservationData[i -1].GetMFCCs()[9]);
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94 mfcc11.push_back(m_ObservationData[i -1].GetMFCCs()[10]);
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95 mfcc12.push_back(m_ObservationData[i -1].GetMFCCs()[11]);
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96
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97 spectralContrast1.push_back(m_ObservationData[i - 1].GetSpectralContrast()[0]);
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98 spectralContrast2.push_back(m_ObservationData[i - 1].GetSpectralContrast()[1]);
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99 spectralContrast3.push_back(m_ObservationData[i - 1].GetSpectralContrast()[2]);
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100 spectralContrast4.push_back(m_ObservationData[i - 1].GetSpectralContrast()[3]);
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101 spectralContrast5.push_back(m_ObservationData[i - 1].GetSpectralContrast()[4]);
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102 spectralContrast6.push_back(m_ObservationData[i - 1].GetSpectralContrast()[5]);
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103
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104 spectralValley1.push_back(m_ObservationData[i - 1].GetSpectralValley()[0]);
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105 spectralValley2.push_back(m_ObservationData[i - 1].GetSpectralValley()[1]);
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106 spectralValley3.push_back(m_ObservationData[i - 1].GetSpectralValley()[2]);
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107 spectralValley4.push_back(m_ObservationData[i - 1].GetSpectralValley()[3]);
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108 spectralValley5.push_back(m_ObservationData[i - 1].GetSpectralValley()[4]);
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109 spectralValley6.push_back(m_ObservationData[i - 1].GetSpectralValley()[5]);
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110
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111 if(i % modval == 0)
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112 {
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113 std::vector<float> peaksubset(peak.begin() + index, peak.begin() + index + modval);
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114 std::vector<float> rmssubset(rms.begin() + index, rms.begin() + index + modval);
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115 std::vector<float> crestfactorsubset(crestFactor.begin() + index, crestFactor.begin() + index + modval);
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116 std::vector<float> zcrsubset(zcr.begin() + index, zcr.begin() + index + modval);
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117 std::vector<float> centroidsubset(centroid.begin() + index, centroid.begin() + index + modval);
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118 std::vector<float> spreadsubset(spread.begin() + index, spread.begin() + index + modval);
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119 std::vector<float> skewnesssubset(skewness.begin() + index, skewness.begin() + index + modval);
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120 std::vector<float> kurtosissubset(kurtosis.begin() + index, kurtosis.begin() + index + modval);
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121 std::vector<float> brightnesssubset(brightness.begin() + index, brightness.begin() + index + modval);
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122 std::vector<float> rolloff85subset(rolloff85.begin() + index, rolloff85.begin() + index + modval);
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123 std::vector<float> rolloff95subset(rolloff95.begin() + index, rolloff95.begin() + index + modval);
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124 std::vector<float> spectralentropysubset(spectralentropy.begin() + index, spectralentropy.begin() + index + modval);
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125 std::vector<float> flatnesssubset(flatness.begin() + index, flatness.begin() + index + modval);
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126 std::vector<float> spectralcfsubset(spectralcf.begin() + index, spectralcf.begin() + index + modval);
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127 std::vector<float> spectralfluxsubset(spectralflux.begin() + index, spectralflux.begin() + index + modval);
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128
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129 std::vector<float> mfcc1subset(mfcc1.begin() + index, mfcc1.begin() + index + modval);
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130 std::vector<float> mfcc2subset(mfcc2.begin() + index, mfcc2.begin() + index + modval);
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131 std::vector<float> mfcc3subset(mfcc3.begin() + index, mfcc3.begin() + index + modval);
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132 std::vector<float> mfcc4subset(mfcc4.begin() + index, mfcc4.begin() + index + modval);
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133 std::vector<float> mfcc5subset(mfcc5.begin() + index, mfcc5.begin() + index + modval);
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134 std::vector<float> mfcc6subset(mfcc6.begin() + index, mfcc6.begin() + index + modval);
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135 std::vector<float> mfcc7subset(mfcc7.begin() + index, mfcc7.begin() + index + modval);
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136 std::vector<float> mfcc8subset(mfcc8.begin() + index, mfcc8.begin() + index + modval);
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137 std::vector<float> mfcc9subset(mfcc9.begin() + index, mfcc9.begin() + index + modval);
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138 std::vector<float> mfcc10subset(mfcc10.begin() + index, mfcc10.begin() + index + modval);
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139 std::vector<float> mfcc11subset(mfcc11.begin() + index, mfcc11.begin() + index + modval);
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140 std::vector<float> mfcc12subset(mfcc12.begin() + index, mfcc12.begin() + index + modval);
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141
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142 std::vector<float> dmfcc1subset(m_deltamfccs[0].begin() + index, m_deltamfccs[0].begin() + index + modval);
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143 std::vector<float> dmfcc2subset(m_deltamfccs[1].begin() + index, m_deltamfccs[1].begin() + index + modval);
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144 std::vector<float> dmfcc3subset(m_deltamfccs[2].begin() + index, m_deltamfccs[2].begin() + index + modval);
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145 std::vector<float> dmfcc4subset(m_deltamfccs[3].begin() + index, m_deltamfccs[3].begin() + index + modval);
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146 std::vector<float> dmfcc5subset(m_deltamfccs[4].begin() + index, m_deltamfccs[4].begin() + index + modval);
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147 std::vector<float> dmfcc6subset(m_deltamfccs[5].begin() + index, m_deltamfccs[5].begin() + index + modval);
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148 std::vector<float> dmfcc7subset(m_deltamfccs[6].begin() + index, m_deltamfccs[6].begin() + index + modval);
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149 std::vector<float> dmfcc8subset(m_deltamfccs[7].begin() + index, m_deltamfccs[7].begin() + index + modval);
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150 std::vector<float> dmfcc9subset(m_deltamfccs[8].begin() + index, m_deltamfccs[8].begin() + index + modval);
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151 std::vector<float> dmfcc10subset(m_deltamfccs[9].begin() + index, m_deltamfccs[9].begin() + index + modval);
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152 std::vector<float> dmfcc11subset(m_deltamfccs[10].begin() + index, m_deltamfccs[10].begin() + index + modval);
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153 std::vector<float> dmfcc12subset(m_deltamfccs[11].begin() + index, m_deltamfccs[11].begin() + index + modval);
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154
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155 std::vector<float> spectralContrast1subset(spectralContrast1.begin() + index, spectralContrast1.begin() + index + modval);
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156 std::vector<float> spectralContrast2subset(spectralContrast2.begin() + index, spectralContrast2.begin() + index + modval);
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157 std::vector<float> spectralContrast3subset(spectralContrast3.begin() + index, spectralContrast3.begin() + index + modval);
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158 std::vector<float> spectralContrast4subset(spectralContrast4.begin() + index, spectralContrast4.begin() + index + modval);
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159 std::vector<float> spectralContrast5subset(spectralContrast5.begin() + index, spectralContrast5.begin() + index + modval);
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160 std::vector<float> spectralContrast6subset(spectralContrast6.begin() + index, spectralContrast6.begin() + index + modval);
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161
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162 std::vector<float> spectralValley1subset(spectralValley1.begin() + index, spectralValley1.begin() + index + modval);
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163 std::vector<float> spectralValley2subset(spectralValley2.begin() + index, spectralValley2.begin() + index + modval);
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164 std::vector<float> spectralValley3subset(spectralValley3.begin() + index, spectralValley3.begin() + index + modval);
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165 std::vector<float> spectralValley4subset(spectralValley4.begin() + index, spectralValley4.begin() + index + modval);
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166 std::vector<float> spectralValley5subset(spectralValley5.begin() + index, spectralValley5.begin() + index + modval);
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167 std::vector<float> spectralValley6subset(spectralValley6.begin() + index, spectralValley6.begin() + index + modval);
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168
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169 float avgpeak = Average(peaksubset);
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170 float avgrms = Average(rmssubset);
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171 float avgcrestFactor = Average(crestfactorsubset);
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172 float avgzcr = Average(zcrsubset);
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173 float avgcentroid = Average(centroidsubset);
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174 float avgspread = Average(spreadsubset);
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175 float avgskewness = Average(skewnesssubset);
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176 float avgkurtosis = Average(kurtosissubset);
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177 float avgbrightness = Average(brightness);
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178 float avgrolloff85 = Average(rolloff85subset);
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179 float avgrolloff95 = Average(rolloff95subset);
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180 float avgspectralentropy = Average(spectralentropysubset);
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181 float avgflatness = Average(flatnesssubset) ;
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182 float avgspectralcf = Average(spectralcfsubset);
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183 float avgspectralflux = Average(spectralfluxsubset);
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184 std::vector<float> avgmfcc;
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185 std::vector<float> avgdmfcc;
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186 std::vector<float> avgspectralContrast;
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187 std::vector<float> avgspectralValley;
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188
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189 avgmfcc.push_back(Average(mfcc1subset));
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190 avgmfcc.push_back(Average(mfcc2subset));
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191 avgmfcc.push_back(Average(mfcc3subset));
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192 avgmfcc.push_back(Average(mfcc4subset));
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193 avgmfcc.push_back(Average(mfcc5subset));
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194 avgmfcc.push_back(Average(mfcc6subset));
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195 avgmfcc.push_back(Average(mfcc7subset));
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196 avgmfcc.push_back(Average(mfcc8subset));
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197 avgmfcc.push_back(Average(mfcc9subset));
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198 avgmfcc.push_back(Average(mfcc10subset));
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199 avgmfcc.push_back(Average(mfcc11subset));
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200 avgmfcc.push_back(Average(mfcc12subset));
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201
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202 avgdmfcc.push_back(Average(dmfcc1subset));
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203 avgdmfcc.push_back(Average(dmfcc2subset));
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204 avgdmfcc.push_back(Average(dmfcc3subset));
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205 avgdmfcc.push_back(Average(dmfcc4subset));
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206 avgdmfcc.push_back(Average(dmfcc5subset));
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207 avgdmfcc.push_back(Average(dmfcc6subset));
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208 avgdmfcc.push_back(Average(dmfcc7subset));
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209 avgdmfcc.push_back(Average(dmfcc8subset));
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210 avgdmfcc.push_back(Average(dmfcc9subset));
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211 avgdmfcc.push_back(Average(dmfcc10subset));
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212 avgdmfcc.push_back(Average(dmfcc11subset));
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213 avgdmfcc.push_back(Average(dmfcc12subset));
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214
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215 avgspectralContrast.push_back(Average(spectralContrast1subset));
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216 avgspectralContrast.push_back(Average(spectralContrast2subset));
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217 avgspectralContrast.push_back(Average(spectralContrast3subset));
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218 avgspectralContrast.push_back(Average(spectralContrast4subset));
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219 avgspectralContrast.push_back(Average(spectralContrast5subset));
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220 avgspectralContrast.push_back(Average(spectralContrast6subset));
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221
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222 avgspectralValley.push_back(Average(spectralValley1subset));
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223 avgspectralValley.push_back(Average(spectralValley2subset));
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224 avgspectralValley.push_back(Average(spectralValley3subset));
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225 avgspectralValley.push_back(Average(spectralValley4subset));
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226 avgspectralValley.push_back(Average(spectralValley5subset));
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227 avgspectralValley.push_back(Average(spectralValley6subset));
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228
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229
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230 ObservationData obs = ObservationData(avgrms, avgpeak, avgcrestFactor, avgzcr, avgcentroid, avgspread, avgskewness, avgkurtosis, avgbrightness, avgrolloff85, avgrolloff95, avgspectralentropy, avgflatness, avgspectralcf, avgspectralflux, avgmfcc, avgdmfcc, avgspectralContrast, avgspectralValley, m_ObservationData[0].GetPeriodicity(), m_ObservationData[0].GetEntropyOfEnergy());
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d@0
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231 obs.SetLowEnergy(m_ObservationData[i-1].GetLowEnergy());
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232 m_PooledObservationDataAverage.push_back(obs);
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d@0
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233
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d@0
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234 std::vector<float> stdmfcc;
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d@0
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235 std::vector<float> stddmfcc;
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d@10
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236 std::vector<float> stdspectralContrast;
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d@10
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237 std::vector<float> stdspectralValley;
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238
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239 stdmfcc.push_back(Deviation(mfcc1subset,avgmfcc[0]));
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d@10
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240 stdmfcc.push_back(Deviation(mfcc2subset, avgmfcc[1]));
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241 stdmfcc.push_back(Deviation(mfcc3subset, avgmfcc[2]));
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242 stdmfcc.push_back(Deviation(mfcc4subset, avgmfcc[3]));
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243 stdmfcc.push_back(Deviation(mfcc5subset, avgmfcc[4]));
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244 stdmfcc.push_back(Deviation(mfcc6subset, avgmfcc[5]));
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245 stdmfcc.push_back(Deviation(mfcc7subset, avgmfcc[6]));
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246 stdmfcc.push_back(Deviation(mfcc8subset, avgmfcc[7]));
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247 stdmfcc.push_back(Deviation(mfcc9subset, avgmfcc[8]));
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d@10
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248 stdmfcc.push_back(Deviation(mfcc10subset, avgmfcc[9]));
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249 stdmfcc.push_back(Deviation(mfcc11subset, avgmfcc[10]));
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250 stdmfcc.push_back(Deviation(mfcc12subset, avgmfcc[11]));
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d@0
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251
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d@10
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252 stddmfcc.push_back(Deviation(dmfcc1subset, avgdmfcc[0]));
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d@10
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253 stddmfcc.push_back(Deviation(dmfcc2subset, avgdmfcc[1]));
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d@10
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254 stddmfcc.push_back(Deviation(dmfcc3subset, avgdmfcc[2]));
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d@10
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255 stddmfcc.push_back(Deviation(dmfcc4subset, avgdmfcc[3]));
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d@10
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256 stddmfcc.push_back(Deviation(dmfcc5subset, avgdmfcc[4]));
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d@10
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257 stddmfcc.push_back(Deviation(dmfcc6subset, avgdmfcc[5]));
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d@10
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258 stddmfcc.push_back(Deviation(dmfcc7subset, avgdmfcc[6]));
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d@10
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259 stddmfcc.push_back(Deviation(dmfcc8subset, avgdmfcc[7]));
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d@10
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260 stddmfcc.push_back(Deviation(dmfcc9subset, avgdmfcc[8]));
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d@10
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261 stddmfcc.push_back(Deviation(dmfcc10subset, avgdmfcc[9]));
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d@10
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262 stddmfcc.push_back(Deviation(dmfcc11subset, avgdmfcc[10]));
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d@10
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263 stddmfcc.push_back(Deviation(dmfcc12subset, avgdmfcc[11]));
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d@10
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264
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d@10
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265 stdspectralContrast.push_back(Deviation(spectralContrast1subset, avgspectralContrast[0]));
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d@10
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266 stdspectralContrast.push_back(Deviation(spectralContrast2subset, avgspectralContrast[1]));
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d@10
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267 stdspectralContrast.push_back(Deviation(spectralContrast3subset, avgspectralContrast[2]));
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d@10
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268 stdspectralContrast.push_back(Deviation(spectralContrast4subset, avgspectralContrast[3]));
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d@10
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269 stdspectralContrast.push_back(Deviation(spectralContrast5subset, avgspectralContrast[4]));
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d@10
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270 stdspectralContrast.push_back(Deviation(spectralContrast6subset, avgspectralContrast[5]));
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d@10
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271
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d@10
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272 stdspectralValley.push_back(Deviation(spectralValley1subset, avgspectralValley[0]));
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d@10
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273 stdspectralValley.push_back(Deviation(spectralValley2subset, avgspectralValley[1]));
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d@10
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274 stdspectralValley.push_back(Deviation(spectralValley3subset, avgspectralValley[2]));
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d@10
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275 stdspectralValley.push_back(Deviation(spectralValley4subset, avgspectralValley[3]));
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d@10
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276 stdspectralValley.push_back(Deviation(spectralValley5subset, avgspectralValley[4]));
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d@10
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277 stdspectralValley.push_back(Deviation(spectralValley6subset, avgspectralValley[5]));
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d@10
|
278
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d@10
|
279 obs = ObservationData(Deviation(rmssubset, avgrms), Deviation(peaksubset, avgpeak), Deviation(crestfactorsubset, avgcrestFactor), Deviation(zcrsubset, avgzcr), Deviation(centroidsubset, avgcentroid), Deviation(spreadsubset, avgspread), Deviation(skewnesssubset, avgskewness), Deviation(kurtosissubset, avgkurtosis), Deviation(brightnesssubset, avgbrightness), Deviation(rolloff85subset, avgrolloff85), Deviation(rolloff95subset, avgrolloff95), Deviation(spectralentropysubset, avgspectralentropy), Deviation(flatnesssubset, avgflatness), Deviation(spectralcfsubset, avgspectralcf), Deviation(spectralfluxsubset, avgspectralflux), stdmfcc, stddmfcc, stdspectralContrast, stdspectralValley, 0, 0);
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d@0
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280 obs.SetLowEnergy(0); //
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|
d@0
|
281 m_PooledObservationDataStd.push_back(obs);
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d@0
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282
|
|
d@0
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283 std::vector<float> maxmfcc;
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d@0
|
284 std::vector<float> maxdmfcc;
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d@10
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285 std::vector<float> maxspectralContrast;
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d@10
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286 std::vector<float> maxspectralValley;
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|
d@10
|
287
|
|
d@0
|
288 maxmfcc.push_back(Max(mfcc1subset));
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|
d@0
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289 maxmfcc.push_back(Max(mfcc2subset));
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d@0
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290 maxmfcc.push_back(Max(mfcc3subset));
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d@0
|
291 maxmfcc.push_back(Max(mfcc4subset));
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|
d@0
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292 maxmfcc.push_back(Max(mfcc5subset));
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d@0
|
293 maxmfcc.push_back(Max(mfcc6subset));
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d@0
|
294 maxmfcc.push_back(Max(mfcc7subset));
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|
d@0
|
295 maxmfcc.push_back(Max(mfcc8subset));
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d@0
|
296 maxmfcc.push_back(Max(mfcc9subset));
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d@0
|
297 maxmfcc.push_back(Max(mfcc10subset));
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d@0
|
298 maxmfcc.push_back(Max(mfcc11subset));
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|
d@0
|
299 maxmfcc.push_back(Max(mfcc12subset));
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|
d@0
|
300
|
|
d@0
|
301 maxdmfcc.push_back(Max(dmfcc1subset));
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|
d@0
|
302 maxdmfcc.push_back(Max(dmfcc2subset));
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|
d@0
|
303 maxdmfcc.push_back(Max(dmfcc3subset));
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|
d@0
|
304 maxdmfcc.push_back(Max(dmfcc4subset));
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|
d@0
|
305 maxdmfcc.push_back(Max(dmfcc5subset));
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|
d@0
|
306 maxdmfcc.push_back(Max(dmfcc6subset));
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|
d@0
|
307 maxdmfcc.push_back(Max(dmfcc7subset));
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|
d@0
|
308 maxdmfcc.push_back(Max(dmfcc8subset));
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|
d@0
|
309 maxdmfcc.push_back(Max(dmfcc9subset));
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|
d@0
|
310 maxdmfcc.push_back(Max(dmfcc10subset));
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|
d@0
|
311 maxdmfcc.push_back(Max(dmfcc11subset));
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|
d@0
|
312 maxdmfcc.push_back(Max(dmfcc12subset));
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|
d@0
|
313
|
|
d@10
|
314 maxspectralContrast.push_back(Max(spectralContrast1subset));
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|
d@10
|
315 maxspectralContrast.push_back(Max(spectralContrast2subset));
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|
d@10
|
316 maxspectralContrast.push_back(Max(spectralContrast3subset));
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|
d@10
|
317 maxspectralContrast.push_back(Max(spectralContrast4subset));
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|
d@10
|
318 maxspectralContrast.push_back(Max(spectralContrast5subset));
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|
d@10
|
319 maxspectralContrast.push_back(Max(spectralContrast6subset));
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|
d@10
|
320
|
|
d@10
|
321 maxspectralValley.push_back(Max(spectralValley1subset));
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|
d@10
|
322 maxspectralValley.push_back(Max(spectralValley2subset));
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|
d@10
|
323 maxspectralValley.push_back(Max(spectralValley3subset));
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|
d@10
|
324 maxspectralValley.push_back(Max(spectralValley4subset));
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|
d@10
|
325 maxspectralValley.push_back(Max(spectralValley5subset));
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|
d@10
|
326 maxspectralValley.push_back(Max(spectralValley6subset));
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|
d@10
|
327
|
|
d@10
|
328 obs = ObservationData(Max(rmssubset), Max(peaksubset), Max(crestfactorsubset), Max(zcrsubset), Max(centroidsubset), Max(spreadsubset), Max(skewnesssubset), Max(kurtosissubset), Max(brightnesssubset), Max(rolloff85subset), Max(rolloff95subset), Max(spectralentropysubset), Max(flatnesssubset), Max(spectralcfsubset), Max(spectralfluxsubset), maxmfcc, maxdmfcc, maxspectralContrast, maxspectralValley, m_ObservationData[0].GetPeriodicity(), m_ObservationData[0].GetEntropyOfEnergy());
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|
d@0
|
329 obs.SetLowEnergy(m_ObservationData[i-1].GetLowEnergy());
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|
d@0
|
330 m_PooledObservationDataMax.push_back(obs);
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|
d@0
|
331
|
|
d@0
|
332 std::vector<float> minmfcc;
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|
d@0
|
333 std::vector<float> mindmfcc;
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|
d@10
|
334 std::vector<float> minspectralContrast;
|
|
d@10
|
335 std::vector<float> minspectralValley;
|
|
d@10
|
336
|
|
d@0
|
337 minmfcc.push_back(Min(mfcc1subset));
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|
d@0
|
338 minmfcc.push_back(Min(mfcc2subset));
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d@0
|
339 minmfcc.push_back(Min(mfcc3subset));
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|
d@0
|
340 minmfcc.push_back(Min(mfcc4subset));
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|
d@0
|
341 minmfcc.push_back(Min(mfcc5subset));
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|
d@0
|
342 minmfcc.push_back(Min(mfcc6subset));
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|
d@0
|
343 minmfcc.push_back(Min(mfcc7subset));
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d@0
|
344 minmfcc.push_back(Min(mfcc8subset));
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|
d@0
|
345 minmfcc.push_back(Min(mfcc9subset));
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|
d@0
|
346 minmfcc.push_back(Min(mfcc10subset));
|
|
d@0
|
347 minmfcc.push_back(Min(mfcc11subset));
|
|
d@0
|
348 minmfcc.push_back(Min(mfcc12subset));
|
|
d@0
|
349
|
|
d@0
|
350 mindmfcc.push_back(Min(dmfcc1subset));
|
|
d@0
|
351 mindmfcc.push_back(Min(dmfcc2subset));
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|
d@0
|
352 mindmfcc.push_back(Min(dmfcc3subset));
|
|
d@0
|
353 mindmfcc.push_back(Min(dmfcc4subset));
|
|
d@0
|
354 mindmfcc.push_back(Min(dmfcc5subset));
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|
d@0
|
355 mindmfcc.push_back(Min(dmfcc6subset));
|
|
d@0
|
356 mindmfcc.push_back(Min(dmfcc7subset));
|
|
d@0
|
357 mindmfcc.push_back(Min(dmfcc8subset));
|
|
d@0
|
358 mindmfcc.push_back(Min(dmfcc9subset));
|
|
d@0
|
359 mindmfcc.push_back(Min(dmfcc10subset));
|
|
d@0
|
360 mindmfcc.push_back(Min(dmfcc11subset));
|
|
d@0
|
361 mindmfcc.push_back(Min(dmfcc12subset));
|
|
d@0
|
362
|
|
d@10
|
363 minspectralContrast.push_back(Min(spectralContrast1subset));
|
|
d@10
|
364 minspectralContrast.push_back(Min(spectralContrast2subset));
|
|
d@10
|
365 minspectralContrast.push_back(Min(spectralContrast3subset));
|
|
d@10
|
366 minspectralContrast.push_back(Min(spectralContrast4subset));
|
|
d@10
|
367 minspectralContrast.push_back(Min(spectralContrast5subset));
|
|
d@10
|
368 minspectralContrast.push_back(Min(spectralContrast6subset));
|
|
d@10
|
369
|
|
d@10
|
370 minspectralValley.push_back(Min(spectralValley1subset));
|
|
d@10
|
371 minspectralValley.push_back(Min(spectralValley2subset));
|
|
d@10
|
372 minspectralValley.push_back(Min(spectralValley3subset));
|
|
d@10
|
373 minspectralValley.push_back(Min(spectralValley4subset));
|
|
d@10
|
374 minspectralValley.push_back(Min(spectralValley5subset));
|
|
d@10
|
375 minspectralValley.push_back(Min(spectralValley6subset));
|
|
d@10
|
376
|
|
d@10
|
377 obs = ObservationData(Min(rmssubset), Min(peaksubset), Min(crestfactorsubset), Min(zcrsubset), Min(centroidsubset), Min(spreadsubset), Min(skewnesssubset), Min(kurtosissubset), Min(brightnesssubset), Min(rolloff85subset), Min(rolloff95subset), Min(spectralentropysubset), Min(flatnesssubset), Min(spectralcfsubset), Min(spectralfluxsubset), minmfcc, mindmfcc, minspectralContrast, minspectralValley, m_ObservationData[0].GetPeriodicity(), m_ObservationData[0].GetEntropyOfEnergy());
|
|
d@0
|
378 obs.SetLowEnergy(m_ObservationData[i-1].GetLowEnergy());
|
|
d@0
|
379 m_PooledObservationDataMin.push_back(obs);
|
|
d@0
|
380
|
|
d@0
|
381 //TODO: Think about this
|
|
d@0
|
382 index += modval;
|
|
d@0
|
383 remainderindex = i;
|
|
d@0
|
384 }
|
|
d@0
|
385 }
|
|
d@0
|
386
|
|
d@0
|
387 //Get the end of the audio
|
|
d@0
|
388 std::vector<float> peaksubset(peak.begin() + remainderindex, peak.end());
|
|
d@0
|
389 std::vector<float> rmssubset(rms.begin() + + remainderindex, rms.end());
|
|
d@0
|
390 std::vector<float> crestFactorsubset(crestFactor.begin() + remainderindex, crestFactor.end());
|
|
d@0
|
391 std::vector<float> zcrsubset(zcr.begin() + remainderindex, zcr.end());
|
|
d@0
|
392 std::vector<float> centroidsubset(centroid.begin() + remainderindex, centroid.end());
|
|
d@0
|
393 std::vector<float> spreadsubset(spread.begin() + remainderindex, spread.end());
|
|
d@0
|
394 std::vector<float> skewnesssubset(skewness.begin() + remainderindex, skewness.end());
|
|
d@0
|
395 std::vector<float> kurtosissubset(kurtosis.begin() + remainderindex, kurtosis.end());
|
|
d@0
|
396 std::vector<float> brightnesssubset(brightness.begin() + remainderindex, brightness.end());
|
|
d@0
|
397 std::vector<float> rolloff85subset(rolloff85.begin() + remainderindex, rolloff85.end());
|
|
d@0
|
398 std::vector<float> rolloff95subset(rolloff95.begin() + remainderindex, rolloff95.end());
|
|
d@0
|
399 std::vector<float> spectralentropysubset(spectralentropy.begin() + remainderindex, spectralentropy.end());
|
|
d@0
|
400 std::vector<float> spectralcfsubset(spectralcf.begin() + remainderindex, spectralcf.end());
|
|
d@0
|
401 std::vector<float> spectralfluxsubset(spectralflux.begin() + remainderindex, spectralflux.end());
|
|
d@0
|
402 std::vector<float> flatnesssubset(flatness.begin() + remainderindex, flatness.end());
|
|
d@0
|
403
|
|
d@0
|
404 std::vector<float> mfcc1subset(mfcc1.begin() + remainderindex, mfcc1.end());
|
|
d@0
|
405 std::vector<float> mfcc2subset(mfcc2.begin() + remainderindex, mfcc2.end());
|
|
d@0
|
406 std::vector<float> mfcc3subset(mfcc3.begin() + remainderindex, mfcc3.end());
|
|
d@0
|
407 std::vector<float> mfcc4subset(mfcc4.begin() + remainderindex, mfcc4.end());
|
|
d@0
|
408 std::vector<float> mfcc5subset(mfcc5.begin() + remainderindex, mfcc5.end());
|
|
d@0
|
409 std::vector<float> mfcc6subset(mfcc6.begin() + remainderindex, mfcc6.end());
|
|
d@0
|
410 std::vector<float> mfcc7subset(mfcc7.begin() + remainderindex, mfcc7.end());
|
|
d@0
|
411 std::vector<float> mfcc8subset(mfcc8.begin() + remainderindex, mfcc8.end());
|
|
d@0
|
412 std::vector<float> mfcc9subset(mfcc9.begin() + remainderindex, mfcc9.end());
|
|
d@0
|
413 std::vector<float> mfcc10subset(mfcc10.begin() + remainderindex, mfcc10.end());
|
|
d@0
|
414 std::vector<float> mfcc11subset(mfcc11.begin() + remainderindex, mfcc11.end());
|
|
d@0
|
415 std::vector<float> mfcc12subset(mfcc12.begin() + remainderindex, mfcc12.end());
|
|
d@0
|
416
|
|
d@0
|
417 std::vector<float> dmfcc1subset(m_deltamfccs[0].begin() + remainderindex, m_deltamfccs[0].end());
|
|
d@0
|
418 std::vector<float> dmfcc2subset(m_deltamfccs[1].begin() + remainderindex, m_deltamfccs[1].end());
|
|
d@0
|
419 std::vector<float> dmfcc3subset(m_deltamfccs[2].begin() + remainderindex, m_deltamfccs[2].end());
|
|
d@0
|
420 std::vector<float> dmfcc4subset(m_deltamfccs[3].begin() + remainderindex, m_deltamfccs[3].end());
|
|
d@0
|
421 std::vector<float> dmfcc5subset(m_deltamfccs[4].begin() + remainderindex, m_deltamfccs[4].end());
|
|
d@0
|
422 std::vector<float> dmfcc6subset(m_deltamfccs[5].begin() + remainderindex, m_deltamfccs[5].end());
|
|
d@0
|
423 std::vector<float> dmfcc7subset(m_deltamfccs[6].begin() + remainderindex, m_deltamfccs[6].end());
|
|
d@0
|
424 std::vector<float> dmfcc8subset(m_deltamfccs[7].begin() + remainderindex, m_deltamfccs[7].end());
|
|
d@0
|
425 std::vector<float> dmfcc9subset(m_deltamfccs[8].begin() + remainderindex, m_deltamfccs[8].end());
|
|
d@0
|
426 std::vector<float> dmfcc10subset(m_deltamfccs[9].begin() + remainderindex, m_deltamfccs[9].end());
|
|
d@0
|
427 std::vector<float> dmfcc11subset(m_deltamfccs[10].begin() + remainderindex, m_deltamfccs[10].end());
|
|
d@0
|
428 std::vector<float> dmfcc12subset(m_deltamfccs[11].begin() + remainderindex, m_deltamfccs[11].end());
|
|
d@0
|
429
|
|
d@10
|
430 std::vector<float> spectralContrast1subset(spectralContrast1.begin() + remainderindex, spectralContrast1.end());
|
|
d@10
|
431 std::vector<float> spectralContrast2subset(spectralContrast2.begin() + remainderindex, spectralContrast2.end());
|
|
d@10
|
432 std::vector<float> spectralContrast3subset(spectralContrast3.begin() + remainderindex, spectralContrast3.end());
|
|
d@10
|
433 std::vector<float> spectralContrast4subset(spectralContrast4.begin() + remainderindex, spectralContrast4.end());
|
|
d@10
|
434 std::vector<float> spectralContrast5subset(spectralContrast5.begin() + remainderindex, spectralContrast5.end());
|
|
d@10
|
435 std::vector<float> spectralContrast6subset(spectralContrast6.begin() + remainderindex, spectralContrast6.end());
|
|
d@10
|
436
|
|
d@10
|
437 std::vector<float> spectralValley1subset(spectralValley1.begin() + remainderindex, spectralValley1.end());
|
|
d@10
|
438 std::vector<float> spectralValley2subset(spectralValley2.begin() + remainderindex, spectralValley2.end());
|
|
d@10
|
439 std::vector<float> spectralValley3subset(spectralValley3.begin() + remainderindex, spectralValley3.end());
|
|
d@10
|
440 std::vector<float> spectralValley4subset(spectralValley4.begin() + remainderindex, spectralValley4.end());
|
|
d@10
|
441 std::vector<float> spectralValley5subset(spectralValley5.begin() + remainderindex, spectralValley5.end());
|
|
d@10
|
442 std::vector<float> spectralValley6subset(spectralValley6.begin() + remainderindex, spectralValley6.end());
|
|
d@10
|
443
|
|
d@0
|
444 float avgpeak = Average(peaksubset);
|
|
d@0
|
445 float avgrms = Average(rmssubset);
|
|
d@0
|
446 float avgcrestFactor = Average(crestFactorsubset);
|
|
d@0
|
447 float avgzcr = Average(zcrsubset);
|
|
d@0
|
448 float avgcentroid = Average(centroidsubset);
|
|
d@0
|
449 float avgspread = Average(spreadsubset);
|
|
d@0
|
450 float avgskewness = Average(skewnesssubset);
|
|
d@0
|
451 float avgkurtosis = Average(kurtosissubset);
|
|
d@0
|
452 float avgbrightness = Average(brightness);
|
|
d@0
|
453 float avgrolloff85 = Average(rolloff85subset);
|
|
d@0
|
454 float avgrolloff95 = Average(rolloff95subset);
|
|
d@0
|
455 float avgspectralentropy = Average(spectralentropysubset);
|
|
d@0
|
456 float avgflatness = Average(flatnesssubset);
|
|
d@0
|
457 float avgspectralcf = Average(spectralcfsubset);
|
|
d@0
|
458 float avgspectralflux = Average(spectralfluxsubset);
|
|
d@0
|
459
|
|
d@0
|
460 std::vector<float> avgmfcc;
|
|
d@0
|
461 std::vector<float> avgdeltamfcc;
|
|
d@10
|
462 std::vector<float> avgspectralContrast;
|
|
d@10
|
463 std::vector<float> avgspectralValley;
|
|
d@10
|
464
|
|
d@0
|
465 avgmfcc.push_back(Average(mfcc1subset));
|
|
d@0
|
466 avgmfcc.push_back(Average(mfcc2subset));
|
|
d@0
|
467 avgmfcc.push_back(Average(mfcc3subset));
|
|
d@0
|
468 avgmfcc.push_back(Average(mfcc4subset));
|
|
d@0
|
469 avgmfcc.push_back(Average(mfcc5subset));
|
|
d@0
|
470 avgmfcc.push_back(Average(mfcc6subset));
|
|
d@0
|
471 avgmfcc.push_back(Average(mfcc7subset));
|
|
d@0
|
472 avgmfcc.push_back(Average(mfcc8subset));
|
|
d@0
|
473 avgmfcc.push_back(Average(mfcc9subset));
|
|
d@0
|
474 avgmfcc.push_back(Average(mfcc10subset));
|
|
d@0
|
475 avgmfcc.push_back(Average(mfcc11subset));
|
|
d@0
|
476 avgmfcc.push_back(Average(mfcc12subset));
|
|
d@0
|
477
|
|
d@0
|
478 avgdeltamfcc.push_back(Average(dmfcc1subset));
|
|
d@0
|
479 avgdeltamfcc.push_back(Average(dmfcc2subset));
|
|
d@0
|
480 avgdeltamfcc.push_back(Average(dmfcc3subset));
|
|
d@0
|
481 avgdeltamfcc.push_back(Average(dmfcc4subset));
|
|
d@0
|
482 avgdeltamfcc.push_back(Average(dmfcc5subset));
|
|
d@0
|
483 avgdeltamfcc.push_back(Average(dmfcc6subset));
|
|
d@0
|
484 avgdeltamfcc.push_back(Average(dmfcc7subset));
|
|
d@0
|
485 avgdeltamfcc.push_back(Average(dmfcc8subset));
|
|
d@0
|
486 avgdeltamfcc.push_back(Average(dmfcc9subset));
|
|
d@0
|
487 avgdeltamfcc.push_back(Average(dmfcc10subset));
|
|
d@0
|
488 avgdeltamfcc.push_back(Average(dmfcc11subset));
|
|
d@0
|
489 avgdeltamfcc.push_back(Average(dmfcc12subset));
|
|
d@0
|
490
|
|
d@10
|
491 avgspectralContrast.push_back(Average(spectralContrast1subset));
|
|
d@10
|
492 avgspectralContrast.push_back(Average(spectralContrast2subset));
|
|
d@10
|
493 avgspectralContrast.push_back(Average(spectralContrast3subset));
|
|
d@10
|
494 avgspectralContrast.push_back(Average(spectralContrast4subset));
|
|
d@10
|
495 avgspectralContrast.push_back(Average(spectralContrast5subset));
|
|
d@10
|
496 avgspectralContrast.push_back(Average(spectralContrast6subset));
|
|
d@10
|
497
|
|
d@10
|
498 avgspectralValley.push_back(Average(spectralValley1subset));
|
|
d@10
|
499 avgspectralValley.push_back(Average(spectralValley2subset));
|
|
d@10
|
500 avgspectralValley.push_back(Average(spectralValley3subset));
|
|
d@10
|
501 avgspectralValley.push_back(Average(spectralValley4subset));
|
|
d@10
|
502 avgspectralValley.push_back(Average(spectralValley5subset));
|
|
d@10
|
503 avgspectralValley.push_back(Average(spectralValley6subset));
|
|
d@10
|
504
|
|
d@10
|
505 ObservationData obs = ObservationData(avgrms, avgpeak, avgcrestFactor, avgzcr, avgcentroid, avgspread, avgskewness, avgkurtosis, avgbrightness, avgrolloff85, avgrolloff95, avgspectralentropy, avgflatness, avgspectralcf, avgspectralflux, avgmfcc, avgdeltamfcc, avgspectralContrast, avgspectralValley, m_ObservationData[0].GetPeriodicity(), m_ObservationData[0].GetEntropyOfEnergy());
|
|
d@0
|
506 obs.SetLowEnergy(m_ObservationData[0].GetLowEnergy());
|
|
d@0
|
507 m_PooledObservationDataAverage.push_back(obs);
|
|
d@0
|
508
|
|
d@0
|
509 std::vector<float> stdmfcc;
|
|
d@0
|
510 std::vector<float> stddeltamfcc;
|
|
d@10
|
511 std::vector<float> stdspectralContrast;
|
|
d@10
|
512 std::vector<float> stdspectralValley;
|
|
d@10
|
513
|
|
d@0
|
514 stdmfcc.push_back(Deviation(mfcc1subset,avgmfcc[0]));
|
|
d@0
|
515 stdmfcc.push_back(Deviation(mfcc2subset,avgmfcc[1]));
|
|
d@0
|
516 stdmfcc.push_back(Deviation(mfcc3subset,avgmfcc[2]));
|
|
d@0
|
517 stdmfcc.push_back(Deviation(mfcc4subset,avgmfcc[3]));
|
|
d@0
|
518 stdmfcc.push_back(Deviation(mfcc5subset,avgmfcc[4]));
|
|
d@0
|
519 stdmfcc.push_back(Deviation(mfcc6subset,avgmfcc[5]));
|
|
d@0
|
520 stdmfcc.push_back(Deviation(mfcc7subset,avgmfcc[6]));
|
|
d@0
|
521 stdmfcc.push_back(Deviation(mfcc8subset,avgmfcc[7]));
|
|
d@0
|
522 stdmfcc.push_back(Deviation(mfcc9subset,avgmfcc[8]));
|
|
d@0
|
523 stdmfcc.push_back(Deviation(mfcc10subset,avgmfcc[9]));
|
|
d@0
|
524 stdmfcc.push_back(Deviation(mfcc11subset,avgmfcc[10]));
|
|
d@0
|
525 stdmfcc.push_back(Deviation(mfcc12subset,avgmfcc[11]));
|
|
d@0
|
526
|
|
d@0
|
527 stddeltamfcc.push_back(Deviation(dmfcc1subset,avgdeltamfcc[0]));
|
|
d@0
|
528 stddeltamfcc.push_back(Deviation(dmfcc2subset,avgdeltamfcc[1]));
|
|
d@0
|
529 stddeltamfcc.push_back(Deviation(dmfcc3subset,avgdeltamfcc[2]));
|
|
d@0
|
530 stddeltamfcc.push_back(Deviation(dmfcc4subset,avgdeltamfcc[3]));
|
|
d@0
|
531 stddeltamfcc.push_back(Deviation(dmfcc5subset,avgdeltamfcc[4]));
|
|
d@0
|
532 stddeltamfcc.push_back(Deviation(dmfcc6subset,avgdeltamfcc[5]));
|
|
d@0
|
533 stddeltamfcc.push_back(Deviation(dmfcc7subset,avgdeltamfcc[6]));
|
|
d@0
|
534 stddeltamfcc.push_back(Deviation(dmfcc8subset,avgdeltamfcc[7]));
|
|
d@0
|
535 stddeltamfcc.push_back(Deviation(dmfcc9subset,avgdeltamfcc[8]));
|
|
d@0
|
536 stddeltamfcc.push_back(Deviation(dmfcc10subset,avgdeltamfcc[9]));
|
|
d@0
|
537 stddeltamfcc.push_back(Deviation(dmfcc11subset,avgdeltamfcc[10]));
|
|
d@0
|
538 stddeltamfcc.push_back(Deviation(dmfcc12subset,avgdeltamfcc[11]));
|
|
d@0
|
539
|
|
d@10
|
540 stdspectralContrast.push_back(Deviation(spectralContrast1subset, avgspectralContrast[0]));
|
|
d@10
|
541 stdspectralContrast.push_back(Deviation(spectralContrast2subset, avgspectralContrast[1]));
|
|
d@10
|
542 stdspectralContrast.push_back(Deviation(spectralContrast3subset, avgspectralContrast[2]));
|
|
d@10
|
543 stdspectralContrast.push_back(Deviation(spectralContrast4subset, avgspectralContrast[3]));
|
|
d@10
|
544 stdspectralContrast.push_back(Deviation(spectralContrast5subset, avgspectralContrast[4]));
|
|
d@10
|
545 stdspectralContrast.push_back(Deviation(spectralContrast6subset, avgspectralContrast[5]));
|
|
d@10
|
546
|
|
d@10
|
547 stdspectralValley.push_back(Deviation(spectralValley1subset, avgspectralValley[0]));
|
|
d@10
|
548 stdspectralValley.push_back(Deviation(spectralValley2subset, avgspectralValley[1]));
|
|
d@10
|
549 stdspectralValley.push_back(Deviation(spectralValley3subset, avgspectralValley[2]));
|
|
d@10
|
550 stdspectralValley.push_back(Deviation(spectralValley4subset, avgspectralValley[3]));
|
|
d@10
|
551 stdspectralValley.push_back(Deviation(spectralValley5subset, avgspectralValley[4]));
|
|
d@10
|
552 stdspectralValley.push_back(Deviation(spectralValley6subset, avgspectralValley[5]));
|
|
d@10
|
553
|
|
d@10
|
554 obs = ObservationData(Deviation(rmssubset, avgrms), Deviation(peaksubset, avgpeak), Deviation(crestFactorsubset, avgcrestFactor), Deviation(zcrsubset, avgzcr), Deviation(centroidsubset, avgcentroid), Deviation(spreadsubset, avgspread), Deviation(skewnesssubset, avgskewness), Deviation(kurtosissubset, avgkurtosis), Deviation(brightnesssubset, avgbrightness), Deviation(rolloff85subset, avgrolloff85), Deviation(rolloff95subset, avgrolloff95), Deviation(spectralentropysubset, avgspectralentropy), Deviation(flatnesssubset, avgflatness), Deviation(spectralcfsubset, avgspectralcf), Deviation(spectralfluxsubset, avgspectralflux), stdmfcc, stddeltamfcc, stdspectralContrast, stdspectralValley, 0, 0);
|
|
d@0
|
555 obs.SetLowEnergy(0); //
|
|
d@0
|
556 m_PooledObservationDataStd.push_back(obs);
|
|
d@0
|
557
|
|
d@0
|
558 std::vector<float> maxmfcc;
|
|
d@0
|
559 std::vector<float> maxdeltamfcc;
|
|
d@10
|
560 std::vector<float> maxspectralContrast;
|
|
d@10
|
561 std::vector<float> maxspectralValley;
|
|
d@10
|
562
|
|
d@0
|
563 maxmfcc.push_back(Max(mfcc1subset));
|
|
d@0
|
564 maxmfcc.push_back(Max(mfcc2subset));
|
|
d@0
|
565 maxmfcc.push_back(Max(mfcc3subset));
|
|
d@0
|
566 maxmfcc.push_back(Max(mfcc4subset));
|
|
d@0
|
567 maxmfcc.push_back(Max(mfcc5subset));
|
|
d@0
|
568 maxmfcc.push_back(Max(mfcc6subset));
|
|
d@0
|
569 maxmfcc.push_back(Max(mfcc7subset));
|
|
d@0
|
570 maxmfcc.push_back(Max(mfcc8subset));
|
|
d@0
|
571 maxmfcc.push_back(Max(mfcc9subset));
|
|
d@0
|
572 maxmfcc.push_back(Max(mfcc10subset));
|
|
d@0
|
573 maxmfcc.push_back(Max(mfcc11subset));
|
|
d@0
|
574 maxmfcc.push_back(Max(mfcc12subset));
|
|
d@0
|
575
|
|
d@0
|
576 maxdeltamfcc.push_back(Max(dmfcc1subset));
|
|
d@0
|
577 maxdeltamfcc.push_back(Max(dmfcc2subset));
|
|
d@0
|
578 maxdeltamfcc.push_back(Max(dmfcc3subset));
|
|
d@0
|
579 maxdeltamfcc.push_back(Max(dmfcc4subset));
|
|
d@0
|
580 maxdeltamfcc.push_back(Max(dmfcc5subset));
|
|
d@0
|
581 maxdeltamfcc.push_back(Max(dmfcc6subset));
|
|
d@0
|
582 maxdeltamfcc.push_back(Max(dmfcc7subset));
|
|
d@0
|
583 maxdeltamfcc.push_back(Max(dmfcc8subset));
|
|
d@0
|
584 maxdeltamfcc.push_back(Max(dmfcc9subset));
|
|
d@0
|
585 maxdeltamfcc.push_back(Max(dmfcc10subset));
|
|
d@0
|
586 maxdeltamfcc.push_back(Max(dmfcc11subset));
|
|
d@0
|
587 maxdeltamfcc.push_back(Max(dmfcc12subset));
|
|
d@0
|
588
|
|
d@10
|
589 maxspectralContrast.push_back(Max(spectralContrast1subset));
|
|
d@10
|
590 maxspectralContrast.push_back(Max(spectralContrast2subset));
|
|
d@10
|
591 maxspectralContrast.push_back(Max(spectralContrast3subset));
|
|
d@10
|
592 maxspectralContrast.push_back(Max(spectralContrast4subset));
|
|
d@10
|
593 maxspectralContrast.push_back(Max(spectralContrast5subset));
|
|
d@10
|
594 maxspectralContrast.push_back(Max(spectralContrast6subset));
|
|
d@10
|
595
|
|
d@10
|
596 maxspectralValley.push_back(Max(spectralValley1subset));
|
|
d@10
|
597 maxspectralValley.push_back(Max(spectralValley2subset));
|
|
d@10
|
598 maxspectralValley.push_back(Max(spectralValley3subset));
|
|
d@10
|
599 maxspectralValley.push_back(Max(spectralValley4subset));
|
|
d@10
|
600 maxspectralValley.push_back(Max(spectralValley5subset));
|
|
d@10
|
601 maxspectralValley.push_back(Max(spectralValley6subset));
|
|
d@10
|
602
|
|
d@10
|
603 obs = ObservationData(Max(rmssubset), Max(peaksubset), Max(crestFactorsubset), Max(zcrsubset), Max(centroidsubset), Max(spreadsubset), Max(skewnesssubset), Max(kurtosissubset), Max(brightnesssubset), Max(rolloff85subset), Max(rolloff95subset), Max(spectralentropysubset), Max(flatnesssubset), Max(spectralcfsubset), Max(spectralfluxsubset), maxmfcc, maxdeltamfcc, maxspectralContrast, maxspectralValley, m_ObservationData[0].GetPeriodicity(), m_ObservationData[0].GetEntropyOfEnergy());
|
|
d@0
|
604 obs.SetLowEnergy(m_ObservationData[0].GetLowEnergy());
|
|
d@0
|
605 m_PooledObservationDataMax.push_back(obs);
|
|
d@0
|
606
|
|
d@0
|
607 std::vector<float> minmfcc;
|
|
d@0
|
608 std::vector<float> mindeltamfcc;
|
|
d@10
|
609 std::vector<float> minspectralContrast;
|
|
d@10
|
610 std::vector<float> minspectralValley;
|
|
d@10
|
611
|
|
d@0
|
612 minmfcc.push_back(Min(mfcc1subset));
|
|
d@0
|
613 minmfcc.push_back(Min(mfcc2subset));
|
|
d@0
|
614 minmfcc.push_back(Min(mfcc3subset));
|
|
d@0
|
615 minmfcc.push_back(Min(mfcc4subset));
|
|
d@0
|
616 minmfcc.push_back(Min(mfcc5subset));
|
|
d@0
|
617 minmfcc.push_back(Min(mfcc6subset));
|
|
d@0
|
618 minmfcc.push_back(Min(mfcc7subset));
|
|
d@0
|
619 minmfcc.push_back(Min(mfcc8subset));
|
|
d@0
|
620 minmfcc.push_back(Min(mfcc9subset));
|
|
d@0
|
621 minmfcc.push_back(Min(mfcc10subset));
|
|
d@0
|
622 minmfcc.push_back(Min(mfcc11subset));
|
|
d@0
|
623 minmfcc.push_back(Min(mfcc12subset));
|
|
d@0
|
624
|
|
d@0
|
625 mindeltamfcc.push_back(Min(dmfcc1subset));
|
|
d@0
|
626 mindeltamfcc.push_back(Min(dmfcc2subset));
|
|
d@0
|
627 mindeltamfcc.push_back(Min(dmfcc3subset));
|
|
d@0
|
628 mindeltamfcc.push_back(Min(dmfcc4subset));
|
|
d@0
|
629 mindeltamfcc.push_back(Min(dmfcc5subset));
|
|
d@0
|
630 mindeltamfcc.push_back(Min(dmfcc6subset));
|
|
d@0
|
631 mindeltamfcc.push_back(Min(dmfcc7subset));
|
|
d@0
|
632 mindeltamfcc.push_back(Min(dmfcc8subset));
|
|
d@0
|
633 mindeltamfcc.push_back(Min(dmfcc9subset));
|
|
d@0
|
634 mindeltamfcc.push_back(Min(dmfcc10subset));
|
|
d@0
|
635 mindeltamfcc.push_back(Min(dmfcc11subset));
|
|
d@0
|
636 mindeltamfcc.push_back(Min(dmfcc12subset));
|
|
d@0
|
637
|
|
d@10
|
638 minspectralContrast.push_back(Min(spectralContrast1subset));
|
|
d@10
|
639 minspectralContrast.push_back(Min(spectralContrast2subset));
|
|
d@10
|
640 minspectralContrast.push_back(Min(spectralContrast3subset));
|
|
d@10
|
641 minspectralContrast.push_back(Min(spectralContrast4subset));
|
|
d@10
|
642 minspectralContrast.push_back(Min(spectralContrast5subset));
|
|
d@10
|
643 minspectralContrast.push_back(Min(spectralContrast6subset));
|
|
d@10
|
644
|
|
d@10
|
645 minspectralValley.push_back(Min(spectralValley1subset));
|
|
d@10
|
646 minspectralValley.push_back(Min(spectralValley2subset));
|
|
d@10
|
647 minspectralValley.push_back(Min(spectralValley3subset));
|
|
d@10
|
648 minspectralValley.push_back(Min(spectralValley4subset));
|
|
d@10
|
649 minspectralValley.push_back(Min(spectralValley5subset));
|
|
d@10
|
650 minspectralValley.push_back(Min(spectralValley6subset));
|
|
d@10
|
651
|
|
d@10
|
652
|
|
d@10
|
653 obs = ObservationData( Min(rmssubset), Min(peaksubset), Min(crestFactorsubset), Min(zcrsubset), Min(centroidsubset), Min(spreadsubset), Min(skewnesssubset), Min(kurtosissubset), Min(brightnesssubset), Min(rolloff85subset), Min(rolloff95subset), Min(spectralentropysubset), Min(flatnesssubset), Min(spectralcfsubset), Min(spectralfluxsubset), minmfcc, mindeltamfcc, minspectralContrast, minspectralValley, m_ObservationData[0].GetPeriodicity(), m_ObservationData[0].GetEntropyOfEnergy());
|
|
d@0
|
654 obs.SetLowEnergy(m_ObservationData[0].GetLowEnergy());
|
|
d@0
|
655 m_PooledObservationDataMin.push_back(obs);
|
|
d@0
|
656
|
|
d@0
|
657 ///////Whole
|
|
d@0
|
658
|
|
d@0
|
659 avgpeak = Average(peak);
|
|
d@0
|
660 avgrms = Average(rms);
|
|
d@0
|
661 avgcrestFactor = Average(crestFactor);
|
|
d@0
|
662 avgzcr = Average(zcr);
|
|
d@0
|
663 avgcentroid = Average(centroid);
|
|
d@0
|
664 avgspread = Average(spread);
|
|
d@0
|
665 avgskewness = Average(skewness);
|
|
d@0
|
666 avgkurtosis = Average(kurtosis);
|
|
d@0
|
667 avgbrightness = Average(brightness);
|
|
d@0
|
668 avgrolloff85 = Average(rolloff85);
|
|
d@0
|
669 avgrolloff95 = Average(rolloff95);
|
|
d@0
|
670 avgspectralentropy = Average(spectralentropy);
|
|
d@0
|
671 avgflatness = Average(flatness);
|
|
d@0
|
672 avgspectralcf = Average(spectralcf);
|
|
d@0
|
673 avgspectralflux = Average(spectralflux);
|
|
d@0
|
674
|
|
d@0
|
675 avgmfcc.clear();
|
|
d@0
|
676 avgmfcc.push_back(Average(mfcc1));
|
|
d@0
|
677 avgmfcc.push_back(Average(mfcc2));
|
|
d@0
|
678 avgmfcc.push_back(Average(mfcc3));
|
|
d@0
|
679 avgmfcc.push_back(Average(mfcc4));
|
|
d@0
|
680 avgmfcc.push_back(Average(mfcc5));
|
|
d@0
|
681 avgmfcc.push_back(Average(mfcc6));
|
|
d@0
|
682 avgmfcc.push_back(Average(mfcc7));
|
|
d@0
|
683 avgmfcc.push_back(Average(mfcc8));
|
|
d@0
|
684 avgmfcc.push_back(Average(mfcc9));
|
|
d@0
|
685 avgmfcc.push_back(Average(mfcc10));
|
|
d@0
|
686 avgmfcc.push_back(Average(mfcc11));
|
|
d@0
|
687 avgmfcc.push_back(Average(mfcc12));
|
|
d@0
|
688
|
|
d@0
|
689 avgdeltamfcc.clear();
|
|
d@0
|
690 avgdeltamfcc.push_back(Average(m_deltamfccs[0]));
|
|
d@0
|
691 avgdeltamfcc.push_back(Average(m_deltamfccs[1]));
|
|
d@0
|
692 avgdeltamfcc.push_back(Average(m_deltamfccs[2]));
|
|
d@0
|
693 avgdeltamfcc.push_back(Average(m_deltamfccs[3]));
|
|
d@0
|
694 avgdeltamfcc.push_back(Average(m_deltamfccs[4]));
|
|
d@0
|
695 avgdeltamfcc.push_back(Average(m_deltamfccs[5]));
|
|
d@0
|
696 avgdeltamfcc.push_back(Average(m_deltamfccs[6]));
|
|
d@0
|
697 avgdeltamfcc.push_back(Average(m_deltamfccs[7]));
|
|
d@0
|
698 avgdeltamfcc.push_back(Average(m_deltamfccs[8]));
|
|
d@0
|
699 avgdeltamfcc.push_back(Average(m_deltamfccs[9]));
|
|
d@0
|
700 avgdeltamfcc.push_back(Average(m_deltamfccs[10]));
|
|
d@0
|
701 avgdeltamfcc.push_back(Average(m_deltamfccs[11]));
|
|
d@0
|
702
|
|
d@10
|
703 avgspectralContrast.clear();
|
|
d@10
|
704 avgspectralContrast.push_back(Average(spectralContrast1));
|
|
d@10
|
705 avgspectralContrast.push_back(Average(spectralContrast2));
|
|
d@10
|
706 avgspectralContrast.push_back(Average(spectralContrast3));
|
|
d@10
|
707 avgspectralContrast.push_back(Average(spectralContrast4));
|
|
d@10
|
708 avgspectralContrast.push_back(Average(spectralContrast5));
|
|
d@10
|
709 avgspectralContrast.push_back(Average(spectralContrast6));
|
|
d@10
|
710
|
|
d@10
|
711 avgspectralValley.clear();
|
|
d@10
|
712 avgspectralValley.push_back(Average(spectralValley1));
|
|
d@10
|
713 avgspectralValley.push_back(Average(spectralValley2));
|
|
d@10
|
714 avgspectralValley.push_back(Average(spectralValley3));
|
|
d@10
|
715 avgspectralValley.push_back(Average(spectralValley4));
|
|
d@10
|
716 avgspectralValley.push_back(Average(spectralValley5));
|
|
d@10
|
717 avgspectralValley.push_back(Average(spectralValley6));
|
|
d@10
|
718
|
|
d@13
|
719 for(size_t i =0; i < m_PooledObservationDataAverage.size(); i++)
|
|
d@0
|
720 {
|
|
d@10
|
721 obs = ObservationData(avgrms, avgpeak, avgcrestFactor, avgzcr, avgcentroid, avgspread, avgskewness, avgkurtosis, avgbrightness, avgrolloff85, avgrolloff95, avgspectralentropy, avgflatness, avgspectralcf, avgspectralflux, avgmfcc, avgdeltamfcc, avgspectralContrast, avgspectralValley, m_ObservationData[0].GetPeriodicity(), m_ObservationData[0].GetEntropyOfEnergy());
|
|
d@0
|
722 obs.SetLowEnergy(m_ObservationData[0].GetLowEnergy());
|
|
d@0
|
723 m_WholeTrackObservationDataAverage.push_back(obs);
|
|
d@0
|
724
|
|
d@0
|
725 stdmfcc.clear();
|
|
d@0
|
726 stdmfcc.push_back(Deviation(mfcc1,avgmfcc[0]));
|
|
d@0
|
727 stdmfcc.push_back(Deviation(mfcc2,avgmfcc[1]));
|
|
d@0
|
728 stdmfcc.push_back(Deviation(mfcc3,avgmfcc[2]));
|
|
d@0
|
729 stdmfcc.push_back(Deviation(mfcc4,avgmfcc[3]));
|
|
d@0
|
730 stdmfcc.push_back(Deviation(mfcc5,avgmfcc[4]));
|
|
d@0
|
731 stdmfcc.push_back(Deviation(mfcc6,avgmfcc[5]));
|
|
d@0
|
732 stdmfcc.push_back(Deviation(mfcc7,avgmfcc[6]));
|
|
d@0
|
733 stdmfcc.push_back(Deviation(mfcc8,avgmfcc[7]));
|
|
d@0
|
734 stdmfcc.push_back(Deviation(mfcc9,avgmfcc[8]));
|
|
d@0
|
735 stdmfcc.push_back(Deviation(mfcc10,avgmfcc[9]));
|
|
d@0
|
736 stdmfcc.push_back(Deviation(mfcc11,avgmfcc[10]));
|
|
d@0
|
737 stdmfcc.push_back(Deviation(mfcc12,avgmfcc[11]));
|
|
d@0
|
738
|
|
d@0
|
739 stddeltamfcc.clear();
|
|
d@10
|
740 stddeltamfcc.push_back(Deviation(m_deltamfccs[0], avgdeltamfcc[0]));
|
|
d@10
|
741 stddeltamfcc.push_back(Deviation(m_deltamfccs[1], avgdeltamfcc[1]));
|
|
d@10
|
742 stddeltamfcc.push_back(Deviation(m_deltamfccs[2], avgdeltamfcc[2]));
|
|
d@10
|
743 stddeltamfcc.push_back(Deviation(m_deltamfccs[3], avgdeltamfcc[3]));
|
|
d@10
|
744 stddeltamfcc.push_back(Deviation(m_deltamfccs[4], avgdeltamfcc[4]));
|
|
d@10
|
745 stddeltamfcc.push_back(Deviation(m_deltamfccs[5], avgdeltamfcc[5]));
|
|
d@10
|
746 stddeltamfcc.push_back(Deviation(m_deltamfccs[6], avgdeltamfcc[6]));
|
|
d@10
|
747 stddeltamfcc.push_back(Deviation(m_deltamfccs[7], avgdeltamfcc[7]));
|
|
d@10
|
748 stddeltamfcc.push_back(Deviation(m_deltamfccs[8], avgdeltamfcc[8]));
|
|
d@10
|
749 stddeltamfcc.push_back(Deviation(m_deltamfccs[9], avgdeltamfcc[9]));
|
|
d@10
|
750 stddeltamfcc.push_back(Deviation(m_deltamfccs[10], avgdeltamfcc[10]));
|
|
d@10
|
751 stddeltamfcc.push_back(Deviation(m_deltamfccs[11], avgdeltamfcc[11]));
|
|
d@0
|
752
|
|
d@10
|
753 stdspectralContrast.clear();
|
|
d@10
|
754 stdspectralContrast.push_back(Deviation(spectralContrast1, avgspectralContrast[0]));
|
|
d@10
|
755 stdspectralContrast.push_back(Deviation(spectralContrast2, avgspectralContrast[1]));
|
|
d@10
|
756 stdspectralContrast.push_back(Deviation(spectralContrast3, avgspectralContrast[2]));
|
|
d@10
|
757 stdspectralContrast.push_back(Deviation(spectralContrast4, avgspectralContrast[3]));
|
|
d@10
|
758 stdspectralContrast.push_back(Deviation(spectralContrast5, avgspectralContrast[4]));
|
|
d@10
|
759 stdspectralContrast.push_back(Deviation(spectralContrast6, avgspectralContrast[5]));
|
|
d@10
|
760
|
|
d@10
|
761 stdspectralValley.clear();
|
|
d@10
|
762 stdspectralValley.push_back(Deviation(spectralValley1, avgspectralValley[0]));
|
|
d@10
|
763 stdspectralValley.push_back(Deviation(spectralValley2, avgspectralValley[1]));
|
|
d@10
|
764 stdspectralValley.push_back(Deviation(spectralValley3, avgspectralValley[2]));
|
|
d@10
|
765 stdspectralValley.push_back(Deviation(spectralValley4, avgspectralValley[3]));
|
|
d@10
|
766 stdspectralValley.push_back(Deviation(spectralValley5, avgspectralValley[4]));
|
|
d@10
|
767 stdspectralValley.push_back(Deviation(spectralValley6, avgspectralValley[5]));
|
|
d@10
|
768
|
|
d@10
|
769 obs = ObservationData(Deviation(rms, avgrms), Deviation(peak, avgpeak), Deviation(crestFactor, avgcrestFactor), Deviation(zcr, avgzcr), Deviation(centroid, avgcentroid), Deviation(spread, avgspread), Deviation(skewness, avgskewness), Deviation(kurtosis, avgkurtosis), Deviation(brightness, avgbrightness), Deviation(rolloff85, avgrolloff85), Deviation(rolloff95, avgrolloff95), Deviation(spectralentropy, avgspectralentropy), Deviation(flatness, avgflatness), Deviation(spectralcf, avgspectralcf), Deviation(spectralflux, avgspectralflux), stdmfcc, stddeltamfcc, stdspectralContrast, stdspectralValley, 0, 0);
|
|
d@0
|
770 obs.SetLowEnergy(0);
|
|
d@0
|
771 m_WholeTrackObservationDataStd.push_back(obs);
|
|
d@0
|
772
|
|
d@0
|
773 maxmfcc.clear();
|
|
d@0
|
774 maxmfcc.push_back(Max(mfcc1));
|
|
d@0
|
775 maxmfcc.push_back(Max(mfcc2));
|
|
d@0
|
776 maxmfcc.push_back(Max(mfcc3));
|
|
d@0
|
777 maxmfcc.push_back(Max(mfcc4));
|
|
d@0
|
778 maxmfcc.push_back(Max(mfcc5));
|
|
d@0
|
779 maxmfcc.push_back(Max(mfcc6));
|
|
d@0
|
780 maxmfcc.push_back(Max(mfcc7));
|
|
d@0
|
781 maxmfcc.push_back(Max(mfcc8));
|
|
d@0
|
782 maxmfcc.push_back(Max(mfcc9));
|
|
d@0
|
783 maxmfcc.push_back(Max(mfcc10));
|
|
d@0
|
784 maxmfcc.push_back(Max(mfcc11));
|
|
d@0
|
785 maxmfcc.push_back(Max(mfcc12));
|
|
d@10
|
786
|
|
d@0
|
787 maxdeltamfcc.clear();
|
|
d@0
|
788 maxdeltamfcc.push_back(Max(m_deltamfccs[0]));
|
|
d@0
|
789 maxdeltamfcc.push_back(Max(m_deltamfccs[1]));
|
|
d@0
|
790 maxdeltamfcc.push_back(Max(m_deltamfccs[2]));
|
|
d@0
|
791 maxdeltamfcc.push_back(Max(m_deltamfccs[3]));
|
|
d@0
|
792 maxdeltamfcc.push_back(Max(m_deltamfccs[4]));
|
|
d@0
|
793 maxdeltamfcc.push_back(Max(m_deltamfccs[5]));
|
|
d@0
|
794 maxdeltamfcc.push_back(Max(m_deltamfccs[6]));
|
|
d@0
|
795 maxdeltamfcc.push_back(Max(m_deltamfccs[7]));
|
|
d@0
|
796 maxdeltamfcc.push_back(Max(m_deltamfccs[8]));
|
|
d@0
|
797 maxdeltamfcc.push_back(Max(m_deltamfccs[9]));
|
|
d@0
|
798 maxdeltamfcc.push_back(Max(m_deltamfccs[10]));
|
|
d@0
|
799 maxdeltamfcc.push_back(Max(m_deltamfccs[11]));
|
|
d@0
|
800
|
|
d@12
|
801 maxspectralContrast.clear();
|
|
d@12
|
802 maxspectralContrast.push_back(Max(spectralContrast1));
|
|
d@12
|
803 maxspectralContrast.push_back(Max(spectralContrast2));
|
|
d@12
|
804 maxspectralContrast.push_back(Max(spectralContrast3));
|
|
d@12
|
805 maxspectralContrast.push_back(Max(spectralContrast4));
|
|
d@12
|
806 maxspectralContrast.push_back(Max(spectralContrast5));
|
|
d@12
|
807 maxspectralContrast.push_back(Max(spectralContrast6));
|
|
d@12
|
808
|
|
d@12
|
809 maxspectralValley.clear();
|
|
d@12
|
810 maxspectralValley.push_back(Max(spectralValley1));
|
|
d@12
|
811 maxspectralValley.push_back(Max(spectralValley2));
|
|
d@12
|
812 maxspectralValley.push_back(Max(spectralValley3));
|
|
d@12
|
813 maxspectralValley.push_back(Max(spectralValley4));
|
|
d@12
|
814 maxspectralValley.push_back(Max(spectralValley5));
|
|
d@12
|
815 maxspectralValley.push_back(Max(spectralValley6));
|
|
d@12
|
816
|
|
d@10
|
817 obs = ObservationData(Max(rms), Max(peak), Max(crestFactor), Max(zcr), Max(centroid), Max(spread), Max(skewness), Max(kurtosis), Max(brightness), Max(rolloff85), Max(rolloff95), Max(spectralentropy), Max(flatness), Max(spectralcf), Max(spectralflux), maxmfcc, maxdeltamfcc, maxspectralContrast, maxspectralValley, m_ObservationData[0].GetPeriodicity(), m_ObservationData[0].GetEntropyOfEnergy());
|
|
d@0
|
818 obs.SetLowEnergy(m_ObservationData[0].GetLowEnergy());
|
|
d@0
|
819 m_WholeTrackObservationDataMax.push_back(obs);
|
|
d@0
|
820
|
|
d@0
|
821 minmfcc.clear();
|
|
d@0
|
822 minmfcc.push_back(Min(mfcc1));
|
|
d@0
|
823 minmfcc.push_back(Min(mfcc2));
|
|
d@0
|
824 minmfcc.push_back(Min(mfcc3));
|
|
d@0
|
825 minmfcc.push_back(Min(mfcc4));
|
|
d@0
|
826 minmfcc.push_back(Min(mfcc5));
|
|
d@0
|
827 minmfcc.push_back(Min(mfcc6));
|
|
d@0
|
828 minmfcc.push_back(Min(mfcc7));
|
|
d@0
|
829 minmfcc.push_back(Min(mfcc8));
|
|
d@0
|
830 minmfcc.push_back(Min(mfcc9));
|
|
d@0
|
831 minmfcc.push_back(Min(mfcc10));
|
|
d@0
|
832 minmfcc.push_back(Min(mfcc11));
|
|
d@0
|
833 minmfcc.push_back(Min(mfcc12));
|
|
d@0
|
834
|
|
d@0
|
835 mindeltamfcc.clear();
|
|
d@0
|
836 mindeltamfcc.push_back(Min(m_deltamfccs[0]));
|
|
d@0
|
837 mindeltamfcc.push_back(Min(m_deltamfccs[1]));
|
|
d@0
|
838 mindeltamfcc.push_back(Min(m_deltamfccs[2]));
|
|
d@0
|
839 mindeltamfcc.push_back(Min(m_deltamfccs[3]));
|
|
d@0
|
840 mindeltamfcc.push_back(Min(m_deltamfccs[4]));
|
|
d@0
|
841 mindeltamfcc.push_back(Min(m_deltamfccs[5]));
|
|
d@0
|
842 mindeltamfcc.push_back(Min(m_deltamfccs[6]));
|
|
d@0
|
843 mindeltamfcc.push_back(Min(m_deltamfccs[7]));
|
|
d@0
|
844 mindeltamfcc.push_back(Min(m_deltamfccs[8]));
|
|
d@0
|
845 mindeltamfcc.push_back(Min(m_deltamfccs[9]));
|
|
d@0
|
846 mindeltamfcc.push_back(Min(m_deltamfccs[10]));
|
|
d@0
|
847 mindeltamfcc.push_back(Min(m_deltamfccs[11]));
|
|
d@0
|
848
|
|
d@12
|
849 minspectralContrast.clear();
|
|
d@12
|
850 minspectralContrast.push_back(Min(spectralContrast1));
|
|
d@12
|
851 minspectralContrast.push_back(Min(spectralContrast2));
|
|
d@12
|
852 minspectralContrast.push_back(Min(spectralContrast3));
|
|
d@12
|
853 minspectralContrast.push_back(Min(spectralContrast4));
|
|
d@12
|
854 minspectralContrast.push_back(Min(spectralContrast5));
|
|
d@12
|
855 minspectralContrast.push_back(Min(spectralContrast6));
|
|
d@12
|
856
|
|
d@12
|
857 minspectralValley.clear();
|
|
d@12
|
858 minspectralValley.push_back(Min(spectralValley1));
|
|
d@12
|
859 minspectralValley.push_back(Min(spectralValley2));
|
|
d@12
|
860 minspectralValley.push_back(Min(spectralValley3));
|
|
d@12
|
861 minspectralValley.push_back(Min(spectralValley4));
|
|
d@12
|
862 minspectralValley.push_back(Min(spectralValley5));
|
|
d@12
|
863 minspectralValley.push_back(Min(spectralValley6));
|
|
d@12
|
864
|
|
d@10
|
865 obs = ObservationData(Min(rms), Min(peak), Min(crestFactor), Min(zcr), Min(centroid), Min(spread), Min(skewness), Min(kurtosis), Min(brightness), Min(rolloff85), Min(rolloff95), Min(spectralentropy), Min(flatness), Min(spectralcf), Min(spectralflux), minmfcc, mindeltamfcc, minspectralContrast, minspectralValley, m_ObservationData[0].GetPeriodicity(), m_ObservationData[0].GetEntropyOfEnergy());
|
|
d@0
|
866 obs.SetLowEnergy(m_ObservationData[0].GetLowEnergy());
|
|
d@0
|
867 m_WholeTrackObservationDataMin.push_back(obs);
|
|
d@0
|
868 }
|
|
d@0
|
869
|
|
d@0
|
870 }
|
|
d@0
|
871
|
|
d@0
|
872 void FeatureData::ComputeLowEnergyFeature()
|
|
d@0
|
873 {
|
|
d@0
|
874 if(m_ObservationData.size() > 0)
|
|
d@0
|
875 {
|
|
d@0
|
876 float averageRMSForTrack = 0.0;
|
|
d@0
|
877 float sumRMS = 0.0;
|
|
d@0
|
878 int RMSbelowAvgCount = 0;
|
|
d@0
|
879 float lowEnergyValue = 0.0;
|
|
d@0
|
880
|
|
d@0
|
881 //First get average
|
|
d@0
|
882 for(size_t i =0; i < m_ObservationData.size(); i++)
|
|
d@0
|
883 {
|
|
d@0
|
884 sumRMS += m_ObservationData[i].GetRMS();
|
|
d@0
|
885 }
|
|
d@0
|
886
|
|
d@0
|
887 averageRMSForTrack = sumRMS / m_ObservationData.size();
|
|
d@0
|
888
|
|
d@0
|
889 //Count how many frames below average RMS.
|
|
d@0
|
890
|
|
d@0
|
891 //Work out the Low Energy Value
|
|
d@0
|
892 for(size_t i =0; i < m_ObservationData.size(); i++)
|
|
d@0
|
893 {
|
|
d@0
|
894 if(m_ObservationData[i].GetRMS() < averageRMSForTrack)
|
|
d@0
|
895 {
|
|
d@0
|
896 RMSbelowAvgCount++;
|
|
d@0
|
897 }
|
|
d@0
|
898 }
|
|
d@0
|
899
|
|
d@0
|
900 lowEnergyValue = (((float)RMSbelowAvgCount / (float)m_ObservationData.size()) * 100);
|
|
d@0
|
901
|
|
d@0
|
902 //Set the value for each observation
|
|
d@0
|
903 for(size_t i =0; i < m_ObservationData.size(); i++)
|
|
d@0
|
904 {
|
|
d@0
|
905 m_ObservationData[i].SetLowEnergy(lowEnergyValue);
|
|
d@0
|
906 }
|
|
d@0
|
907 }
|
|
d@0
|
908
|
|
d@0
|
909 }
|
|
d@0
|
910
|
|
d@0
|
911 void FeatureData::ComputeDeltaMFCCs()
|
|
d@0
|
912 {
|
|
d@0
|
913 if(m_ObservationData.size() > 0)
|
|
d@0
|
914 {
|
|
d@0
|
915 std::vector<float> dmfcc1;
|
|
d@0
|
916 std::vector<float> dmfcc2;
|
|
d@0
|
917 std::vector<float> dmfcc3;
|
|
d@0
|
918 std::vector<float> dmfcc4;
|
|
d@0
|
919 std::vector<float> dmfcc5;
|
|
d@0
|
920 std::vector<float> dmfcc6;
|
|
d@0
|
921 std::vector<float> dmfcc7;
|
|
d@0
|
922 std::vector<float> dmfcc8;
|
|
d@0
|
923 std::vector<float> dmfcc9;
|
|
d@0
|
924 std::vector<float> dmfcc10;
|
|
d@0
|
925 std::vector<float> dmfcc11;
|
|
d@0
|
926 std::vector<float> dmfcc12;
|
|
d@0
|
927
|
|
d@0
|
928 dmfcc1.push_back(0.0f);
|
|
d@0
|
929 dmfcc1.push_back(0.0f);
|
|
d@0
|
930 dmfcc2.push_back(0.0f);
|
|
d@0
|
931 dmfcc2.push_back(0.0f);
|
|
d@0
|
932 dmfcc3.push_back(0.0f);
|
|
d@0
|
933 dmfcc3.push_back(0.0f);
|
|
d@0
|
934 dmfcc4.push_back(0.0f);
|
|
d@0
|
935 dmfcc4.push_back(0.0f);
|
|
d@0
|
936 dmfcc5.push_back(0.0f);
|
|
d@0
|
937 dmfcc5.push_back(0.0f);
|
|
d@0
|
938 dmfcc6.push_back(0.0f);
|
|
d@0
|
939 dmfcc6.push_back(0.0f);
|
|
d@0
|
940 dmfcc7.push_back(0.0f);
|
|
d@0
|
941 dmfcc7.push_back(0.0f);
|
|
d@0
|
942 dmfcc8.push_back(0.0f);
|
|
d@0
|
943 dmfcc8.push_back(0.0f);
|
|
d@0
|
944 dmfcc9.push_back(0.0f);
|
|
d@0
|
945 dmfcc9.push_back(0.0f);
|
|
d@0
|
946 dmfcc10.push_back(0.0f);
|
|
d@0
|
947 dmfcc10.push_back(0.0f);
|
|
d@0
|
948 dmfcc11.push_back(0.0f);
|
|
d@0
|
949 dmfcc11.push_back(0.0f);
|
|
d@0
|
950 dmfcc12.push_back(0.0f);
|
|
d@0
|
951 dmfcc12.push_back(0.0f);
|
|
d@0
|
952
|
|
d@0
|
953
|
|
d@0
|
954 int indexminusone = -1;
|
|
d@0
|
955 int indexplusone = 1;
|
|
d@0
|
956 int indexminustwo = -2;
|
|
d@0
|
957 int indexplustwo = 2;
|
|
d@0
|
958 //Need to start two samples ahead to gather the entire samples and not have spurious results from the MFCC 0 value
|
|
d@0
|
959
|
|
d@0
|
960 for (size_t index = 2; index < (m_ObservationData.size() - 2); index++)
|
|
d@0
|
961 {
|
|
d@0
|
962 dmfcc1.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[0] - m_ObservationData[index + indexplusone].GetMFCCs()[0]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[0] - m_ObservationData[index + indexplustwo].GetMFCCs()[0]));
|
|
d@0
|
963 dmfcc2.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[1] - m_ObservationData[index + indexplusone].GetMFCCs()[1]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[1] - m_ObservationData[index + indexplustwo].GetMFCCs()[1]));
|
|
d@0
|
964 dmfcc3.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[2] - m_ObservationData[index + indexplusone].GetMFCCs()[2]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[2] - m_ObservationData[index + indexplustwo].GetMFCCs()[2]));
|
|
d@0
|
965 dmfcc4.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[3] - m_ObservationData[index + indexplusone].GetMFCCs()[3]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[3] - m_ObservationData[index + indexplustwo].GetMFCCs()[3]));
|
|
d@0
|
966 dmfcc5.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[4] - m_ObservationData[index + indexplusone].GetMFCCs()[4]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[4] - m_ObservationData[index + indexplustwo].GetMFCCs()[4]));
|
|
d@0
|
967 dmfcc6.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[5] - m_ObservationData[index + indexplusone].GetMFCCs()[5]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[5] - m_ObservationData[index + indexplustwo].GetMFCCs()[5]));
|
|
d@0
|
968 dmfcc7.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[6] - m_ObservationData[index + indexplusone].GetMFCCs()[6]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[6] - m_ObservationData[index + indexplustwo].GetMFCCs()[6]));
|
|
d@0
|
969 dmfcc8.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[7] - m_ObservationData[index + indexplusone].GetMFCCs()[7]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[7] - m_ObservationData[index + indexplustwo].GetMFCCs()[7]));
|
|
d@0
|
970 dmfcc9.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[8] - m_ObservationData[index + indexplusone].GetMFCCs()[8]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[8] - m_ObservationData[index + indexplustwo].GetMFCCs()[8]));
|
|
d@0
|
971 dmfcc10.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[9] - m_ObservationData[index + indexplusone].GetMFCCs()[9]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[9] - m_ObservationData[index + indexplustwo].GetMFCCs()[9]));
|
|
d@0
|
972 dmfcc11.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[10] - m_ObservationData[index + indexplusone].GetMFCCs()[10]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[10] - m_ObservationData[index + indexplustwo].GetMFCCs()[10]));
|
|
d@0
|
973 dmfcc12.push_back(0.1f * (m_ObservationData[index + indexminusone].GetMFCCs()[11] - m_ObservationData[index + indexplusone].GetMFCCs()[11]) + 0.2f * (m_ObservationData[index + indexminustwo].GetMFCCs()[11] - m_ObservationData[index + indexplustwo].GetMFCCs()[11]));
|
|
d@0
|
974 }
|
|
d@0
|
975
|
|
d@0
|
976 dmfcc1.push_back(0.0f);
|
|
d@0
|
977 dmfcc1.push_back(0.0f);
|
|
d@0
|
978 dmfcc2.push_back(0.0f);
|
|
d@0
|
979 dmfcc2.push_back(0.0f);
|
|
d@0
|
980 dmfcc3.push_back(0.0f);
|
|
d@0
|
981 dmfcc3.push_back(0.0f);
|
|
d@0
|
982 dmfcc4.push_back(0.0f);
|
|
d@0
|
983 dmfcc4.push_back(0.0f);
|
|
d@0
|
984 dmfcc5.push_back(0.0f);
|
|
d@0
|
985 dmfcc5.push_back(0.0f);
|
|
d@0
|
986 dmfcc6.push_back(0.0f);
|
|
d@0
|
987 dmfcc6.push_back(0.0f);
|
|
d@0
|
988 dmfcc7.push_back(0.0f);
|
|
d@0
|
989 dmfcc7.push_back(0.0f);
|
|
d@0
|
990 dmfcc8.push_back(0.0f);
|
|
d@0
|
991 dmfcc8.push_back(0.0f);
|
|
d@0
|
992 dmfcc9.push_back(0.0f);
|
|
d@0
|
993 dmfcc9.push_back(0.0f);
|
|
d@0
|
994 dmfcc10.push_back(0.0f);
|
|
d@0
|
995 dmfcc10.push_back(0.0f);
|
|
d@0
|
996 dmfcc11.push_back(0.0f);
|
|
d@0
|
997 dmfcc11.push_back(0.0f);
|
|
d@0
|
998 dmfcc12.push_back(0.0f);
|
|
d@0
|
999 dmfcc12.push_back(0.0f);
|
|
d@0
|
1000
|
|
d@0
|
1001 m_deltamfccs.push_back(dmfcc1);
|
|
d@0
|
1002 m_deltamfccs.push_back(dmfcc2);
|
|
d@0
|
1003 m_deltamfccs.push_back(dmfcc3);
|
|
d@0
|
1004 m_deltamfccs.push_back(dmfcc4);
|
|
d@0
|
1005 m_deltamfccs.push_back(dmfcc5);
|
|
d@0
|
1006 m_deltamfccs.push_back(dmfcc6);
|
|
d@0
|
1007 m_deltamfccs.push_back(dmfcc7);
|
|
d@0
|
1008 m_deltamfccs.push_back(dmfcc8);
|
|
d@0
|
1009 m_deltamfccs.push_back(dmfcc9);
|
|
d@0
|
1010 m_deltamfccs.push_back(dmfcc10);
|
|
d@0
|
1011 m_deltamfccs.push_back(dmfcc11);
|
|
d@0
|
1012 m_deltamfccs.push_back(dmfcc12);
|
|
d@0
|
1013 }
|
|
d@0
|
1014 }
|
|
d@0
|
1015
|
|
d@0
|
1016 float FeatureData::Average(std::vector<float> v)
|
|
d@0
|
1017 {
|
|
d@0
|
1018 float sum = 0;
|
|
d@0
|
1019
|
|
d@0
|
1020 for(size_t i = 0; i < v.size(); i++)
|
|
d@0
|
1021 {
|
|
d@0
|
1022 sum += v[i];
|
|
d@0
|
1023 }
|
|
d@0
|
1024
|
|
d@9
|
1025 return sum / static_cast<float>(v.size());
|
|
d@0
|
1026 }
|
|
d@0
|
1027
|
|
d@0
|
1028 float FeatureData::Deviation(std::vector<float> v, float ave)
|
|
d@0
|
1029 {
|
|
d@0
|
1030 float E = 0;
|
|
d@0
|
1031
|
|
d@0
|
1032 for(size_t i = 0; i < v.size(); i++)
|
|
d@0
|
1033 {
|
|
d@0
|
1034 E += (v[i] - ave) * (v[i] - ave);
|
|
d@0
|
1035 }
|
|
d@0
|
1036
|
|
d@9
|
1037 return sqrt((1 / static_cast<float>(v.size())) * E);
|
|
d@0
|
1038 }
|
|
d@0
|
1039
|
|
d@0
|
1040 float FeatureData::Max(std::vector<float> v)
|
|
d@0
|
1041 {
|
|
d@0
|
1042
|
|
d@0
|
1043 float max = std::numeric_limits<float>::lowest();
|
|
d@0
|
1044
|
|
d@0
|
1045 for(size_t i = 0; i < v.size(); i++)
|
|
d@0
|
1046 {
|
|
d@0
|
1047 if (v[i] > max)
|
|
d@0
|
1048 max = v[i];
|
|
d@0
|
1049 }
|
|
d@0
|
1050
|
|
d@0
|
1051 return max;
|
|
d@0
|
1052 }
|
|
d@0
|
1053
|
|
d@0
|
1054 float FeatureData::Min(std::vector<float> v)
|
|
d@0
|
1055 {
|
|
d@0
|
1056 float min = std::numeric_limits<float>::max();
|
|
d@0
|
1057
|
|
d@0
|
1058 for(size_t i = 0; i < v.size(); i++)
|
|
d@0
|
1059 {
|
|
d@0
|
1060 if (v[i] < min)
|
|
d@0
|
1061 min = v[i];
|
|
d@0
|
1062 }
|
|
d@0
|
1063
|
|
d@0
|
1064 return min;
|
|
d@0
|
1065 } |
