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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 This file copyright 2007 Simon Dixon, Chris Cannam and QMUL.
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9
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10 This program is free software; you can redistribute it and/or
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11 modify it under the terms of the GNU General Public License as
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12 published by the Free Software Foundation; either version 2 of the
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13 License, or (at your option) any later version. See the file
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14 COPYING included with this distribution for more information.
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15 */
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16
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17 #ifndef _MATCHER_H_
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18 #define _MATCHER_H_
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19
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20 #include <vector>
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21 #include <iostream>
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22 #include <sstream>
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23 #include <cmath>
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24
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25 #define ADVANCE_THIS 1
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26 #define ADVANCE_OTHER 2
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27 #define ADVANCE_BOTH 3
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28 #define MASK 0xfc
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29
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30 #include "DistanceMetric.h"
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31 #include "FeatureExtractor.h"
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32
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33 using std::vector;
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34 using std::string;
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35 using std::cerr;
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36 using std::endl;
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37
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38 /** Represents an audio stream that can be matched to another audio
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39 * stream of the same piece of music. The matching algorithm uses
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40 * dynamic time warping. The distance metric is a Euclidean metric
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41 * on the FFT data with the higher frequencies mapped onto a linear
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42 * scale.
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43 */
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44 class Matcher
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45 {
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46 public:
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47 struct Parameters {
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48
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49 Parameters(float rate_, double hopTime_, int fftSize_) :
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50 sampleRate(rate_),
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51 distanceNorm(DistanceMetric::NormaliseDistanceToLogSum),
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52 distanceScale(90.0),
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53 hopTime(hopTime_),
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54 fftSize(fftSize_),
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55 blockTime(10.0),
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56 maxRunCount(3)
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57 {}
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58
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59 /** Sample rate of audio */
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60 float sampleRate;
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61
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62 /** Type of distance metric normalisation */
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63 DistanceMetric::DistanceNormalisation distanceNorm;
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64
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65 /** Scaling factor for distance metric; must guarantee that the
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66 * final value fits in the data type used, that is, unsigned
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67 * char.
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68 */
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69 double distanceScale;
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70
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71 /** Spacing of audio frames (determines the amount of overlap or
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72 * skip between frames). This value is expressed in
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73 * seconds. */
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74 double hopTime;
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75
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76 /** Size of an FFT frame in samples. Note that the data passed
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77 * in to Matcher is already in the frequency domain, so this
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78 * expresses the size of the frame that the caller will be
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79 * providing. */
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80 int fftSize;
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81
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82 /** The width of the search band (error margin) around the current
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83 * match position, measured in seconds. Strictly speaking the
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84 * width is measured backwards from the current point, since the
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85 * algorithm has to work causally.
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86 */
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87 double blockTime;
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88
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89 /** Maximum number of frames sequentially processed by this
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90 * matcher, without a frame of the other matcher being
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91 * processed.
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92 */
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93 int maxRunCount;
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94 };
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95
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96 /** Constructor for Matcher.
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97 *
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98 * @param p The Matcher representing the performance with which
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99 * this one is going to be matched. Some information is shared
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100 * between the two matchers (currently one possesses the distance
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101 * matrix and optimal path matrix).
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102 */
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103 Matcher(Parameters parameters,
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104 FeatureExtractor::Parameters featureParams,
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105 Matcher *p);
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106
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107 /** Constructor for Matcher using externally supplied features.
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108 * A Matcher made using this constructor will not carry out its
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109 * own feature extraction from frequency-domain audio data, but
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110 * instead will accept arbitrary feature frames calculated by
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111 * some external code.
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112 *
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113 * @param p The Matcher representing the performance with which
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114 * this one is going to be matched. Some information is shared
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115 * between the two matchers (currently one possesses the distance
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116 * matrix and optimal path matrix).
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117 *
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118 * @param featureSize Number of values in each feature vector.
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119 */
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120 Matcher(Parameters parameters, Matcher *p, int featureSize);
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121
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122 ~Matcher();
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123
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124 /** For debugging, outputs information about the Matcher to
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125 * standard error.
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126 */
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127 void print();
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128
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129 /** Adds a link to the Matcher object representing the performance
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130 * which is going to be matched to this one.
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131 *
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132 * @param p the Matcher representing the other performance
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133 */
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134 void setOtherMatcher(Matcher *p) {
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135 m_otherMatcher = p;
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136 } // setOtherMatcher()
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137
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138 int getFrameCount() {
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139 return m_frameCount;
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140 }
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141
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142 protected:
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143 /** Create internal structures and reset. */
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144 void init();
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145
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146 /** The distXSize value has changed: resize internal buffers. */
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147 void size();
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148
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149 /** Process a frequency-domain frame of audio data using the
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150 * built-in FeatureExtractor, then calculating the distance to
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151 * all frames stored in the otherMatcher and storing them in the
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152 * distance matrix, and finally updating the optimal path matrix
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153 * using the dynamic time warping algorithm.
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154 *
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155 * Return value is the frame (post-processed, with warping,
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156 * rectification, and normalisation as appropriate).
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157 *
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158 * The Matcher must have been constructed using the constructor
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159 * without an external featureSize parameter in order to use this
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160 * function. (Otherwise it will be expecting you to call
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161 * consumeFeatureVector.)
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162 */
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163 std::vector<double> consumeFrame(double *reBuffer, double *imBuffer);
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164
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165 /** Processes a feature vector frame (presumably calculated from
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166 * audio data by some external code). As consumeFrame, except
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167 * that it does not calculate a feature from audio data but
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168 * instead uses the supplied feature directly.
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169 *
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170 * The Matcher must have been constructed using the constructor
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171 * that accepts an external featureSize parameter in order to
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172 * use this function. The supplied feature must be of the size
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173 * that was passed to the constructor.
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174 */
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175 void consumeFeatureVector(std::vector<double> feature);
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176
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177 /** Retrieves values from the minimum cost matrix.
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178 *
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179 * @param i the frame number of this Matcher
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180 * @param j the frame number of the other Matcher
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181 * @return the cost of the minimum cost path to this location
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182 */
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183 int getValue(int i, int j, bool firstAttempt);
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184
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185 /** Stores entries in the distance matrix and the optimal path matrix.
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186 *
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187 * @param i the frame number of this Matcher
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188 * @param j the frame number of the other Matcher
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189 * @param dir the direction from which this position is reached with
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190 * minimum cost
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191 * @param value the cost of the minimum path except the current step
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192 * @param dMN the distance cost between the two frames
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193 */
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194 void setValue(int i, int j, int dir, int value, int dMN);
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195
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196 void calcAdvance();
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197
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198 /** Points to the other performance with which this one is being
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199 * compared. The data for the distance metric and the dynamic
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200 * time warping is shared between the two matchers. In the
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201 * original version, only one of the two performance matchers
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202 * contained the distance metric. (See <code>first</code>)
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203 */
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204 Matcher *m_otherMatcher;
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205
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206 /** Indicates which performance is considered primary (the
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207 * score). This is the performance shown on the vertical axis,
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208 * and referred to as "this" in the codes for the direction of
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209 * DTW steps. */
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210 bool m_firstPM;
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211
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212 /** Configuration parameters */
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213 Parameters m_params;
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214
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215 /** Width of the search band in FFT frames (see <code>blockTime</code>) */
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216 int m_blockSize;
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217
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218 /** The number of frames of audio data which have been read. */
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219 int m_frameCount;
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220
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221 /** The number of frames sequentially processed by this matcher,
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222 * without a frame of the other matcher being processed.
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223 */
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224 int m_runCount;
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225
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226 /** The number of values in a feature vector. */
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227 int m_featureSize;
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228
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229 /** A block of previously seen frames are stored in this structure
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230 * for calculation of the distance matrix as the new frames are
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231 * read in. One can think of the structure of the array as a
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232 * circular buffer of vectors. These are the frames with all
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233 * applicable processing applied (e.g. spectral difference,
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234 * normalisation), unlike prevFrame and newFrame. The total
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235 * energy of frames[i] is stored in totalEnergies[i]. */
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236 vector<vector<double> > m_frames;
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237
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238 /** The best path cost matrix. */
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239 vector<vector<int> > m_bestPathCost;
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240
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241 /** The distance matrix. */
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242 vector<vector<unsigned char> > m_distance;
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243
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244 /** The bounds of each row of data in the distance and path cost matrices.*/
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245 vector<int> m_first;
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246 vector<int> m_last;
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247
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248 /** Height of each column in distance and bestPathCost matrices */
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249 vector<int> m_distYSizes;
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250
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251 /** Width of distance and bestPathCost matrices and first and last vectors */
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252 int m_distXSize;
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253
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254 bool m_initialised;
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255
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256 FeatureExtractor m_featureExtractor;
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257 DistanceMetric m_metric;
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258
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259 friend class MatchFeeder;
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260 friend class MatchFeatureFeeder;
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261 friend class Finder;
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262
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263 }; // class Matcher
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264
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265 #endif
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