annotate dsp/keydetection/GetKeyMode.cpp @ 241:a98dd8ec96f8

* Move dsp/maths to maths ; bring PCA and HMM across from Soundbite
author Chris Cannam <c.cannam@qmul.ac.uk>
date Wed, 09 Jan 2008 10:31:29 +0000
parents 1a406914b3a9
children eea2a08a75a9
rev   line source
c@232 1 // GetKeyMode.cpp: implementation of the CGetKeyMode class.
c@232 2 //
c@232 3 //////////////////////////////////////////////////////////////////////
c@232 4
c@232 5 #include "GetKeyMode.h"
c@241 6 #include "maths/MathUtilities.h"
c@234 7 #include "base/Pitch.h"
c@234 8
c@234 9 #include <iostream>
c@232 10
c@232 11 // Chords profile
c@232 12 static double MajProfile[36] =
c@232 13 { 0.0384, 0.0629, 0.0258, 0.0121, 0.0146, 0.0106, 0.0364, 0.0610, 0.0267,
devnull@240 14 0.0126, 0.0121, 0.0086, 0.0364, 0.0623, 0.0279, 0.0275, 0.0414, 0.0186,
c@232 15 0.0173, 0.0248, 0.0145, 0.0364, 0.0631, 0.0262, 0.0129, 0.0150, 0.0098,
c@232 16 0.0312, 0.0521, 0.0235, 0.0129, 0.0142, 0.0095, 0.0289, 0.0478, 0.0239};
c@232 17
c@232 18 static double MinProfile[36] =
c@232 19 { 0.0375, 0.0682, 0.0299, 0.0119, 0.0138, 0.0093, 0.0296, 0.0543, 0.0257,
c@232 20 0.0292, 0.0519, 0.0246, 0.0159, 0.0234, 0.0135, 0.0291, 0.0544, 0.0248,
c@232 21 0.0137, 0.0176, 0.0104, 0.0352, 0.0670, 0.0302, 0.0222, 0.0349, 0.0164,
c@232 22 0.0174, 0.0297, 0.0166, 0.0222, 0.0401, 0.0202, 0.0175, 0.0270, 0.0146};
c@232 23 //
c@232 24
c@232 25 //////////////////////////////////////////////////////////////////////
c@232 26 // Construction/Destruction
c@232 27 //////////////////////////////////////////////////////////////////////
c@232 28
c@234 29 GetKeyMode::GetKeyMode( int sampleRate, float tuningFrequency,
c@234 30 double hpcpAverage, double medianAverage )
c@232 31 :
c@232 32 m_hpcpAverage( hpcpAverage ),
c@232 33 m_medianAverage( medianAverage ),
c@232 34 m_ChrPointer(0),
c@232 35 m_DecimatedBuffer(0),
c@232 36 m_ChromaBuffer(0),
c@232 37 m_MeanHPCP(0),
c@232 38 m_MajCorr(0),
c@232 39 m_MinCorr(0),
c@232 40 m_Keys(0),
c@232 41 m_MedianFilterBuffer(0),
c@232 42 m_SortedBuffer(0)
c@232 43 {
c@232 44 m_DecimationFactor = 8;
c@232 45
c@232 46 //Chromagram configuration parameters
c@234 47 m_ChromaConfig.isNormalised = 1;
c@234 48 m_ChromaConfig.FS = lrint(sampleRate/(double)m_DecimationFactor);
c@234 49
c@234 50 // m_ChromaConfig.min = 111.0641;
c@234 51 // m_ChromaConfig.max = 1.7770e+003;
c@234 52
devnull@240 53 // Set C (= MIDI #12) as our base :
devnull@240 54 // This implies that key = 1 => Cmaj, key = 12 => Bmaj, key = 13 => Cmin, etc.
devnull@240 55 m_ChromaConfig.min = Pitch::getFrequencyForPitch
devnull@240 56 (12, 0, tuningFrequency);
devnull@240 57 m_ChromaConfig.max = Pitch::getFrequencyForPitch
devnull@240 58 (96, 0, tuningFrequency);
c@235 59
c@235 60 // The chromagram minimum pitch is 1/6 of a tone above A, two
c@235 61 // octaves below middle C (for a 36-bin chromagram). The
c@235 62 // maximum pitch is four octaves higher.
devnull@240 63 /* m_ChromaConfig.min = Pitch::getFrequencyForPitch
c@235 64 (45, 1.f / 3.f, tuningFrequency);
c@235 65
c@235 66 m_ChromaConfig.max = m_ChromaConfig.min * 2;
c@235 67 m_ChromaConfig.max = m_ChromaConfig.max * 2;
c@235 68 m_ChromaConfig.max = m_ChromaConfig.max * 2;
c@235 69 m_ChromaConfig.max = m_ChromaConfig.max * 2;
devnull@240 70 */
c@235 71 std::cerr << "Chromagram range: " << m_ChromaConfig.min << " -> " << m_ChromaConfig.max << std::endl;
c@234 72
c@234 73 m_ChromaConfig.BPO = 36;
c@234 74 m_ChromaConfig.CQThresh = 0.0054;
c@232 75
c@232 76 //Chromagram inst.
c@234 77 m_Chroma = new Chromagram( m_ChromaConfig );
c@232 78
c@232 79 //Get calculated parameters from chroma object
c@232 80 m_ChromaFrameSize = m_Chroma->getFrameSize();
c@232 81 //override hopsize for this application
c@232 82 m_ChromaHopSize = m_ChromaFrameSize;//m_Chroma->GetHopSize();
c@234 83 m_BPO = m_ChromaConfig.BPO;
c@232 84
c@232 85 //Chromagram average and estimated key median filter lengths
c@234 86 m_ChromaBuffersize = (int)ceil( m_hpcpAverage * m_ChromaConfig.FS/m_ChromaFrameSize );
c@234 87 m_MedianWinsize = (int)ceil( m_medianAverage * m_ChromaConfig.FS/m_ChromaFrameSize );
c@232 88
c@232 89 //Reset counters
c@232 90 m_bufferindex = 0;
c@232 91 m_ChromaBufferFilling = 0;
c@232 92 m_MedianBufferFilling = 0;
c@232 93
c@232 94
c@232 95 //Spawn objectc/arrays
c@232 96 m_DecimatedBuffer = new double[m_ChromaFrameSize];
c@232 97
c@232 98 m_ChromaBuffer = new double[m_BPO * m_ChromaBuffersize];
c@232 99 memset( m_ChromaBuffer, 0, sizeof(double) * m_BPO * m_ChromaBuffersize);
c@232 100
c@232 101 m_MeanHPCP = new double[m_BPO];
c@232 102
c@232 103 m_MajCorr = new double[m_BPO];
c@232 104 m_MinCorr = new double[m_BPO];
c@232 105 m_Keys = new double[2*m_BPO];
c@232 106
c@232 107 m_MedianFilterBuffer = new int[ m_MedianWinsize ];
c@232 108 memset( m_MedianFilterBuffer, 0, sizeof(int)*m_MedianWinsize);
c@232 109
c@232 110 m_SortedBuffer = new int[ m_MedianWinsize ];
c@232 111 memset( m_SortedBuffer, 0, sizeof(int)*m_MedianWinsize);
c@232 112
c@232 113 m_Decimator = new Decimator( m_ChromaFrameSize*m_DecimationFactor, m_DecimationFactor );
c@232 114 }
c@232 115
c@232 116 GetKeyMode::~GetKeyMode()
c@232 117 {
c@232 118
c@232 119 delete m_Chroma;
c@232 120 delete m_Decimator;
c@232 121
c@232 122 delete [] m_DecimatedBuffer;
c@232 123 delete [] m_ChromaBuffer;
c@232 124 delete [] m_MeanHPCP;
c@232 125 delete [] m_MajCorr;
c@232 126 delete [] m_MinCorr;
c@232 127 delete [] m_Keys;
c@232 128 delete [] m_MedianFilterBuffer;
c@232 129 delete [] m_SortedBuffer;
c@232 130 }
c@232 131
c@232 132 double GetKeyMode::krumCorr(double *pData1, double *pData2, unsigned int length)
c@232 133 {
c@232 134 double retVal= 0.0;
c@232 135
c@232 136 double num = 0;
c@232 137 double den = 0;
c@232 138 double mX = MathUtilities::mean( pData1, length );
c@232 139 double mY = MathUtilities::mean( pData2, length );
c@232 140
c@232 141 double sum1 = 0;
c@232 142 double sum2 = 0;
c@232 143
c@232 144 for( unsigned int i = 0; i <length; i++ )
c@232 145 {
c@232 146 num += ( pData1[i] - mX ) * ( pData2[i] - mY );
c@232 147
c@232 148 sum1 += ( (pData1[i]-mX) * (pData1[i]-mX) );
c@232 149 sum2 += ( (pData2[i]-mY) * (pData2[i]-mY) );
c@232 150 }
c@232 151
c@232 152 den = sqrt(sum1 * sum2);
c@232 153
c@232 154 if( den>0 )
c@232 155 retVal = num/den;
c@232 156 else
c@232 157 retVal = 0;
c@232 158
c@232 159
c@232 160 return retVal;
c@232 161 }
c@232 162
c@232 163 int GetKeyMode::process(double *PCMData)
c@232 164 {
c@232 165 int key;
c@232 166
c@232 167 unsigned int j,k;
c@232 168
c@232 169 //////////////////////////////////////////////
c@232 170 m_Decimator->process( PCMData, m_DecimatedBuffer);
c@232 171
c@232 172 m_ChrPointer = m_Chroma->process( m_DecimatedBuffer );
c@232 173
devnull@240 174
devnull@240 175 // Move bins such that the centre of the base note is in the middle of its three bins :
devnull@240 176 // Added 21.11.07 by Chris Sutton based on debugging with Katy Noland + comparison with Matlab equivalent.
devnull@240 177 MathUtilities::circShift( m_ChrPointer, m_BPO, 1);
devnull@240 178
c@234 179 std::cout << "raw chroma: ";
c@234 180 for (int ii = 0; ii < m_BPO; ++ii) {
c@234 181 std::cout << m_ChrPointer[ii] << " ";
c@234 182 }
c@234 183 std::cout << std::endl;
c@234 184
c@232 185 // populate hpcp values;
c@232 186 int cbidx;
c@232 187 for( j = 0; j < m_BPO; j++ )
c@232 188 {
c@232 189 cbidx = (m_bufferindex * m_BPO) + j;
c@232 190 m_ChromaBuffer[ cbidx ] = m_ChrPointer[j];
c@232 191 }
c@232 192
c@232 193 //keep track of input buffers;
c@232 194 if( m_bufferindex++ >= m_ChromaBuffersize - 1)
c@232 195 m_bufferindex = 0;
c@232 196
c@232 197 // track filling of chroma matrix
c@232 198 if( m_ChromaBufferFilling++ >= m_ChromaBuffersize)
c@232 199 m_ChromaBufferFilling = m_ChromaBuffersize;
c@232 200
c@232 201 //calculate mean
c@232 202 for( k = 0; k < m_BPO; k++ )
c@232 203 {
c@232 204 double mnVal = 0.0;
c@232 205 for( j = 0; j < m_ChromaBufferFilling; j++ )
c@232 206 {
c@232 207 mnVal += m_ChromaBuffer[ k + (j*m_BPO) ];
c@232 208 }
c@232 209
c@232 210 m_MeanHPCP[k] = mnVal/(double)m_ChromaBufferFilling;
c@232 211 }
c@232 212
c@232 213
c@232 214 for( k = 0; k < m_BPO; k++ )
c@232 215 {
c@232 216 m_MajCorr[k] = krumCorr( m_MeanHPCP, MajProfile, m_BPO );
c@232 217 m_MinCorr[k] = krumCorr( m_MeanHPCP, MinProfile, m_BPO );
c@232 218
c@232 219 MathUtilities::circShift( MajProfile, m_BPO, 1 );
c@232 220 MathUtilities::circShift( MinProfile, m_BPO, 1 );
c@232 221 }
devnull@240 222
c@232 223 for( k = 0; k < m_BPO; k++ )
c@232 224 {
c@232 225 m_Keys[k] = m_MajCorr[k];
c@232 226 m_Keys[k+m_BPO] = m_MinCorr[k];
c@232 227 }
devnull@240 228
devnull@240 229
c@234 230 std::cout << "raw keys: ";
c@234 231 for (int ii = 0; ii < 2*m_BPO; ++ii) {
c@234 232 std::cout << m_Keys[ii] << " ";
c@234 233 }
c@234 234 std::cout << std::endl;
devnull@240 235
c@232 236 double dummy;
devnull@240 237 // '1 +' because we number keys 1-24, not 0-23.
devnull@240 238 key = 1 + (int)ceil( (double)MathUtilities::getMax( m_Keys, 2* m_BPO, &dummy )/3 );
c@234 239
devnull@240 240 std::cout << "key pre-sorting: " << key << std::endl;
c@232 241
c@232 242
c@232 243 //Median filtering
c@232 244
c@232 245 // track Median buffer initial filling
c@232 246 if( m_MedianBufferFilling++ >= m_MedianWinsize)
c@232 247 m_MedianBufferFilling = m_MedianWinsize;
c@232 248
c@232 249 //shift median buffer
c@232 250 for( k = 1; k < m_MedianWinsize; k++ )
c@232 251 {
c@232 252 m_MedianFilterBuffer[ k - 1 ] = m_MedianFilterBuffer[ k ];
c@232 253 }
c@232 254
c@232 255 //write new key value into median buffer
c@232 256 m_MedianFilterBuffer[ m_MedianWinsize - 1 ] = key;
c@232 257
c@232 258
c@232 259 //Copy median into sorting buffer, reversed
c@232 260 unsigned int ijx = 0;
c@232 261 for( k = 0; k < m_MedianWinsize; k++ )
c@232 262 {
c@232 263 m_SortedBuffer[k] = m_MedianFilterBuffer[m_MedianWinsize-1-ijx];
c@232 264 ijx++;
c@232 265 }
c@232 266
c@232 267
c@232 268 //quicksort
c@232 269 qsort(m_SortedBuffer, m_MedianBufferFilling, sizeof(unsigned int), MathUtilities::compareInt);
devnull@240 270
c@234 271 std::cout << "sorted: ";
c@234 272 for (int ii = 0; ii < m_MedianBufferFilling; ++ii) {
c@234 273 std::cout << m_SortedBuffer[ii] << " ";
c@234 274 }
c@234 275 std::cout << std::endl;
devnull@240 276
c@232 277 int sortlength = m_MedianBufferFilling;
c@232 278 int midpoint = (int)ceil((double)sortlength/2);
c@232 279
c@232 280 if( midpoint <= 0 )
c@232 281 midpoint = 1;
c@232 282
c@232 283 key = m_SortedBuffer[midpoint-1];
c@232 284
c@232 285 return key;
c@232 286 }
c@232 287
c@232 288
c@232 289 int GetKeyMode::isModeMinor( int key )
c@232 290 {
c@233 291 // return ((key-1 - (int)MathUtilities::mod((double)(key-1),(double)12))/12);
c@233 292 return (key > 12);
c@232 293 }