changeset 471:e3335cb213da

Merge branch 'chroma-key-tuning-review'
author Chris Cannam <cannam@all-day-breakfast.com>
date Thu, 30 May 2019 16:18:13 +0100
parents d20dafd127b3 (current diff) dd132354ea02 (diff)
children 73fc1de3254a 930b5b0f707d
files
diffstat 12 files changed, 498 insertions(+), 144 deletions(-) [+]
line wrap: on
line diff
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/.gitignore	Thu May 30 16:18:13 2019 +0100
@@ -0,0 +1,12 @@
+*.o
+*~
+*.orig
+*.a
+doc/html/
+tests/test-*
+tests/test.log
+*.rej
+ext/uncertain/
+*.obj
+build/msvc/Debug/
+build/msvc/x64/Release/
--- a/.travis.yml	Fri May 24 11:39:24 2019 +0100
+++ b/.travis.yml	Thu May 30 16:18:13 2019 +0100
@@ -19,6 +19,5 @@
       - valgrind
       
 script:
-  - make -f build/linux/Makefile.linux64
-  - ( cd tests ; make )
+  - make -f build/linux/Makefile.linux64 test
   
--- a/build/general/Makefile.inc	Fri May 24 11:39:24 2019 +0100
+++ b/build/general/Makefile.inc	Thu May 30 16:18:13 2019 +0100
@@ -144,6 +144,9 @@
 		$(AR) cr $@ $^
 		$(RANLIB) $@
 
+test:		$(LIBRARY)
+		$(MAKE) -C tests
+
 depend:
 		makedepend -fbuild/general/Makefile.inc -Y -- $(CFLAGS) -- $(SOURCES)
 
--- a/dsp/chromagram/Chromagram.cpp	Fri May 24 11:39:24 2019 +0100
+++ b/dsp/chromagram/Chromagram.cpp	Thu May 30 16:18:13 2019 +0100
@@ -33,8 +33,9 @@
     m_BPO  = Config.BPO;		// bins per octave
     m_normalise = Config.normalise;     // if frame normalisation is required
 
-    // No. of constant Q bins
-    m_uK = (int) ceil( m_BPO * log(m_FMax/m_FMin)/log(2.0));	
+    // Extend range to a full octave
+    double octaves = log(m_FMax / m_FMin) / log(2.0);
+    m_FMax = m_FMin * pow(2.0, ceil(octaves));
 
     // Create array for chroma result
     m_chromadata = new double[ m_BPO ];
@@ -44,7 +45,7 @@
 
     // Populate CQ config structure with parameters
     // inherited from the Chroma config
-    ConstantQConfig.FS	 = Config.FS;
+    ConstantQConfig.FS = Config.FS;
     ConstantQConfig.min = m_FMin;
     ConstantQConfig.max = m_FMax;
     ConstantQConfig.BPO = m_BPO;
@@ -53,6 +54,9 @@
     // Initialise ConstantQ operator
     m_ConstantQ = new ConstantQ( ConstantQConfig );
 
+    // No. of constant Q bins
+    m_uK = m_ConstantQ->getK();
+
     // Initialise working arrays
     m_frameSize = m_ConstantQ->getfftlength();
     m_hopSize = m_ConstantQ->gethop();
@@ -121,7 +125,7 @@
 }
 
 
-double* Chromagram::process( const double *data )
+double *Chromagram::process(const double *data)
 {
     if (!m_skGenerated) {
         // Generate CQ Kernel 
@@ -139,12 +143,20 @@
     }
     m_window->cut(m_windowbuf);
 
+    // The frequency-domain version expects pre-fftshifted input - so
+    // we must do the same here
+    for (int i = 0; i < m_frameSize/2; ++i) {
+        double tmp = m_windowbuf[i];
+        m_windowbuf[i] = m_windowbuf[i + m_frameSize/2];
+        m_windowbuf[i + m_frameSize/2] = tmp;
+    }
+
     m_FFT->forward(m_windowbuf, m_FFTRe, m_FFTIm);
 
     return process(m_FFTRe, m_FFTIm);
 }
 
-double* Chromagram::process( const double *real, const double *imag )
+double *Chromagram::process(const double *real, const double *imag)
 {
     if (!m_skGenerated) {
         // Generate CQ Kernel 
@@ -159,8 +171,8 @@
     m_ConstantQ->process( real, imag, m_CQRe, m_CQIm );
 	
     // add each octave of cq data into Chromagram
-    const int octaves = (int)floor(double( m_uK/m_BPO))-1;
-    for (int octave = 0; octave <= octaves; octave++) 
+    const int octaves = m_uK / m_BPO;
+    for (int octave = 0; octave < octaves; octave++) 
     {
 	int firstBin = octave*m_BPO;
 	for (int i = 0; i < m_BPO; i++) 
--- a/dsp/chromagram/Chromagram.h	Fri May 24 11:39:24 2019 +0100
+++ b/dsp/chromagram/Chromagram.h	Thu May 30 16:18:13 2019 +0100
@@ -20,8 +20,8 @@
 #include "base/Window.h"
 #include "ConstantQ.h"
 
-struct ChromaConfig{
-    int FS;
+struct ChromaConfig {
+    double FS;
     double min;
     double max;
     int BPO;
@@ -35,10 +35,35 @@
 public:	
     Chromagram( ChromaConfig Config );
     ~Chromagram();
-	
-    double* process( const double *data ); // time domain
-    double* process( const double *real, const double *imag ); // frequency domain
-    void unityNormalise( double* src );
+
+    /**
+     * Process a time-domain input signal of length equal to
+     * getFrameSize().
+     * 
+     * The returned buffer contains the chromagram values indexed by
+     * bin, with the number of values corresponding to the BPO field
+     * in the ChromaConfig supplied at construction. It is owned by
+     * the Chromagram object and is reused from one process call to
+     * the next.
+     */
+    double *process(const double *data);
+    
+    /**
+     * Process a frequency-domain input signal generated from a
+     * time-domain signal of length equal to getFrameSize() that has
+     * been windowed and "fftshifted" to place the zero index in the
+     * centre of the frame. The real and imag buffers must each
+     * contain the full getFrameSize() frequency bins.
+     * 
+     * The returned buffer contains the chromagram values indexed by
+     * bin, with the number of values corresponding to the BPO field
+     * in the ChromaConfig supplied at construction. It is owned by
+     * the Chromagram object and is reused from one process call to
+     * the next.
+     */
+    double *process(const double *real, const double *imag);
+    
+    void unityNormalise(double* src);
 
     // Complex arithmetic
     double kabs( double real, double imag );
--- a/dsp/chromagram/ConstantQ.cpp	Fri May 24 11:39:24 2019 +0100
+++ b/dsp/chromagram/ConstantQ.cpp	Thu May 30 16:18:13 2019 +0100
@@ -128,6 +128,9 @@
 	// Computing a hamming window
 	const unsigned hammingLength = (int) ceil( m_dQ * m_FS / ( m_FMin * pow(2,((double)(k))/(double)m_BPO)));
 
+//        cerr << "k = " << k << ", q = " << m_dQ << ", m_FMin = " << m_FMin << ", hammingLength = " << hammingLength << " (rounded up from " << (m_dQ * m_FS / ( m_FMin * pow(2,((double)(k))/(double)m_BPO))) << ")" << endl;
+        
+
         unsigned origin = m_FFTLength/2 - hammingLength/2;
 
 	for (unsigned i=0; i<hammingLength; i++) 
@@ -159,7 +162,7 @@
 	    const double squaredBin = squaredModule( transfHammingWindowRe[ j ], transfHammingWindowIm[ j ]);
 	    if (squaredBin <= squareThreshold) continue;
 		
-	    // Insert non-zero position indexes, doubled because they are floats
+	    // Insert non-zero position indexes
 	    sk->is.push_back(j);
 	    sk->js.push_back(k);
 
@@ -271,6 +274,7 @@
     {
 	const unsigned row = cqbin[i];
 	const unsigned col = fftbin[i];
+        if (col == 0) continue;
 	const double & r1  = real[i];
 	const double & i1  = imag[i];
 	const double & r2  = fftdata[ (2*m_FFTLength) - 2*col - 2 ];
@@ -300,7 +304,7 @@
     // work out length of fft required for this constant Q Filter bank
     m_FFTLength = (int) pow(2, nextpow2(ceil( m_dQ*m_FS/m_FMin )));
 
-    m_hop = m_FFTLength/8; // <------ hop size is window length divided by 32
+    m_hop = m_FFTLength/8;
 
 //    std::cerr << "ConstantQ::initialise: -> fft length = " << m_FFTLength << ", hop = " << m_hop << std::endl;
 
@@ -340,10 +344,11 @@
     {
 	const unsigned row = cqbin[i];
 	const unsigned col = fftbin[i];
+        if (col == 0) continue;
 	const double & r1  = real[i];
 	const double & i1  = imag[i];
-	const double & r2  = FFTRe[ m_FFTLength - col - 1 ];
-	const double & i2  = FFTIm[ m_FFTLength - col - 1 ];
+	const double & r2  = FFTRe[ m_FFTLength - col ];
+	const double & i2  = FFTIm[ m_FFTLength - col ];
 	// add the multiplication
 	CQRe[ row ] += (r1*r2 - i1*i2);
 	CQIm[ row ] += (r1*i2 + i1*r2);
--- a/dsp/chromagram/ConstantQ.h	Fri May 24 11:39:24 2019 +0100
+++ b/dsp/chromagram/ConstantQ.h	Thu May 30 16:18:13 2019 +0100
@@ -20,8 +20,8 @@
 #include "maths/MathAliases.h"
 #include "maths/MathUtilities.h"
 
-struct CQConfig{
-    unsigned int FS;   // samplerate
+struct CQConfig {
+    double FS;         // samplerate
     double min;        // minimum frequency
     double max;        // maximum frequency
     unsigned int BPO;  // bins per octave
@@ -58,7 +58,7 @@
     void deInitialise();
 	
     double* m_CQdata;
-    unsigned int m_FS;
+    double m_FS;
     double m_FMin;
     double m_FMax;
     double m_dQ;
--- a/dsp/keydetection/GetKeyMode.cpp	Fri May 24 11:39:24 2019 +0100
+++ b/dsp/keydetection/GetKeyMode.cpp	Thu May 30 16:18:13 2019 +0100
@@ -1,7 +1,12 @@
 /* -*- c-basic-offset: 4 indent-tabs-mode: nil -*-  vi:set ts=8 sts=4 sw=4: */
 /*
-    Copyright (c) 2005 Centre for Digital Music ( C4DM )
-                       Queen Mary Univesrity of London
+    QM DSP Library
+
+    Centre for Digital Music, Queen Mary, University of London.
+    This file 2005-2006 Christian Landone and Katy Noland.
+
+    Fixes to correct chroma offsets and for thread safety contributed
+    by Daniel Schürmann.
 
     This program is free software; you can redistribute it and/or
     modify it under the terms of the GNU General Public License as
@@ -9,9 +14,6 @@
     License, or (at your option) any later version.  See the file
     COPYING included with this distribution for more information.
 */
-// GetKeyMode.cpp: implementation of the CGetKeyMode class.
-//
-//////////////////////////////////////////////////////////////////////
 
 #include "GetKeyMode.h"
 #include "maths/MathUtilities.h"
@@ -22,18 +24,20 @@
 #include <cstring>
 #include <cstdlib>
 
+static const int kBinsPerOctave = 36;
+
 // Chords profile
-static double MajProfile[36] = 
-{ 0.0384, 0.0629, 0.0258, 0.0121, 0.0146, 0.0106, 0.0364, 0.0610, 0.0267,
-  0.0126, 0.0121, 0.0086, 0.0364, 0.0623, 0.0279, 0.0275, 0.0414, 0.0186, 
-  0.0173, 0.0248, 0.0145, 0.0364, 0.0631, 0.0262, 0.0129, 0.0150, 0.0098,
-  0.0312, 0.0521, 0.0235, 0.0129, 0.0142, 0.0095, 0.0289, 0.0478, 0.0239};
+static double MajProfile[kBinsPerOctave] = {
+    0.0384, 0.0629, 0.0258, 0.0121, 0.0146, 0.0106, 0.0364, 0.0610, 0.0267,
+    0.0126, 0.0121, 0.0086, 0.0364, 0.0623, 0.0279, 0.0275, 0.0414, 0.0186, 
+    0.0173, 0.0248, 0.0145, 0.0364, 0.0631, 0.0262, 0.0129, 0.0150, 0.0098,
+    0.0312, 0.0521, 0.0235, 0.0129, 0.0142, 0.0095, 0.0289, 0.0478, 0.0239};
 
-static double MinProfile[36] =
-{ 0.0375, 0.0682, 0.0299, 0.0119, 0.0138, 0.0093, 0.0296, 0.0543, 0.0257,
-  0.0292, 0.0519, 0.0246, 0.0159, 0.0234, 0.0135, 0.0291, 0.0544, 0.0248,
-  0.0137, 0.0176, 0.0104, 0.0352, 0.0670, 0.0302, 0.0222, 0.0349, 0.0164,
-  0.0174, 0.0297, 0.0166, 0.0222, 0.0401, 0.0202, 0.0175, 0.0270, 0.0146};
+static double MinProfile[kBinsPerOctave] = { 
+    0.0375, 0.0682, 0.0299, 0.0119, 0.0138, 0.0093, 0.0296, 0.0543, 0.0257,
+    0.0292, 0.0519, 0.0246, 0.0159, 0.0234, 0.0135, 0.0291, 0.0544, 0.0248,
+    0.0137, 0.0176, 0.0104, 0.0352, 0.0670, 0.0302, 0.0222, 0.0349, 0.0164,
+    0.0174, 0.0297, 0.0166, 0.0222, 0.0401, 0.0202, 0.0175, 0.0270, 0.0146};
 //
     
 
@@ -42,7 +46,7 @@
 //////////////////////////////////////////////////////////////////////
 
 GetKeyMode::GetKeyMode( int sampleRate, float tuningFrequency,
-			double hpcpAverage, double medianAverage ) :
+                        double hpcpAverage, double medianAverage ) :
     m_hpcpAverage( hpcpAverage ),
     m_medianAverage( medianAverage ),
     m_ChrPointer(0),
@@ -51,7 +55,6 @@
     m_MeanHPCP(0),
     m_MajCorr(0),
     m_MinCorr(0),
-    m_Keys(0),
     m_MedianFilterBuffer(0),
     m_SortedBuffer(0),
     m_keyStrengths(0)
@@ -60,17 +63,17 @@
         
     // Chromagram configuration parameters
     m_ChromaConfig.normalise = MathUtilities::NormaliseUnitMax;
-    m_ChromaConfig.FS = lrint(sampleRate/(double)m_DecimationFactor);
-    if (m_ChromaConfig.FS < 1) m_ChromaConfig.FS = 1;
+    m_ChromaConfig.FS = sampleRate/(double)m_DecimationFactor;
+    if (m_ChromaConfig.FS < 1) {
+        m_ChromaConfig.FS = 1;
+    }
 
-    // Set C (= MIDI #12) as our base :
+    // Set C3 (= MIDI #48) as our base:
     // This implies that key = 1 => Cmaj, key = 12 => Bmaj, key = 13 => Cmin, etc.
-    m_ChromaConfig.min = Pitch::getFrequencyForPitch
-        (48, 0, tuningFrequency);
-    m_ChromaConfig.max = Pitch::getFrequencyForPitch
-        (96, 0, tuningFrequency);
+    m_ChromaConfig.min = Pitch::getFrequencyForPitch( 48, 0, tuningFrequency );
+    m_ChromaConfig.max = Pitch::getFrequencyForPitch( 96, 0, tuningFrequency );
 
-    m_ChromaConfig.BPO = 36;
+    m_ChromaConfig.BPO = kBinsPerOctave;
     m_ChromaConfig.CQThresh = 0.0054;
 
     // Chromagram inst.
@@ -80,7 +83,6 @@
     m_ChromaFrameSize = m_Chroma->getFrameSize();
     // override hopsize for this application
     m_ChromaHopSize = m_ChromaFrameSize;
-    m_BPO = m_ChromaConfig.BPO;
 
 //    std::cerr << "chroma frame size = " << m_ChromaFrameSize << ", decimation factor = " << m_DecimationFactor << " therefore block size = " << getBlockSize() << std::endl;
 
@@ -96,30 +98,38 @@
     // Spawn objectc/arrays
     m_DecimatedBuffer = new double[m_ChromaFrameSize];
     
-    m_ChromaBuffer = new double[m_BPO * m_ChromaBuffersize];
-    memset( m_ChromaBuffer, 0, sizeof(double) * m_BPO * m_ChromaBuffersize);
+    m_ChromaBuffer = new double[kBinsPerOctave * m_ChromaBuffersize];
+    memset( m_ChromaBuffer, 0, sizeof(double) * kBinsPerOctave * m_ChromaBuffersize);
     
-    m_MeanHPCP = new double[m_BPO];
+    m_MeanHPCP = new double[kBinsPerOctave];
     
-    m_MajCorr = new double[m_BPO];
-    m_MinCorr = new double[m_BPO];
-    m_Keys  = new double[2*m_BPO];
+    m_MajCorr = new double[kBinsPerOctave];
+    m_MinCorr = new double[kBinsPerOctave];
     
+    m_MajProfileNorm = new double[kBinsPerOctave];
+    m_MinProfileNorm = new double[kBinsPerOctave];
+
+    double mMaj = MathUtilities::mean( MajProfile, kBinsPerOctave );
+    double mMin = MathUtilities::mean( MinProfile, kBinsPerOctave );
+
+    for( unsigned int i = 0; i < kBinsPerOctave; i++ ) {
+        m_MajProfileNorm[i] = MajProfile[i] - mMaj;
+        m_MinProfileNorm[i] = MinProfile[i] - mMin;
+    }
+
     m_MedianFilterBuffer = new int[ m_MedianWinsize ];
     memset( m_MedianFilterBuffer, 0, sizeof(int)*m_MedianWinsize);
     
     m_SortedBuffer = new int[ m_MedianWinsize ];
-    memset( m_SortedBuffer, 0, sizeof(int)*m_MedianWinsize);	
+    memset( m_SortedBuffer, 0, sizeof(int)*m_MedianWinsize);
     
-    m_Decimator = new Decimator
-        ( m_ChromaFrameSize*m_DecimationFactor, m_DecimationFactor );
+    m_Decimator = new Decimator( m_ChromaFrameSize*m_DecimationFactor, m_DecimationFactor );
 
     m_keyStrengths = new double[24];
 }
 
 GetKeyMode::~GetKeyMode()
 {
-
     delete m_Chroma;
     delete m_Decimator;
     
@@ -128,40 +138,40 @@
     delete [] m_MeanHPCP;
     delete [] m_MajCorr;
     delete [] m_MinCorr;
-    delete [] m_Keys;
+    delete [] m_MajProfileNorm;
+    delete [] m_MinProfileNorm;
     delete [] m_MedianFilterBuffer;
     delete [] m_SortedBuffer;
-
-    delete[] m_keyStrengths;
+    delete [] m_keyStrengths;
 }
 
-double GetKeyMode::krumCorr(double *pData1, double *pData2, unsigned int length)
+double GetKeyMode::krumCorr( const double *pDataNorm, const double *pProfileNorm, 
+                             int shiftProfile, unsigned int length)
 {
     double retVal= 0.0;
     
     double num = 0;
     double den = 0;
-    double mX = MathUtilities::mean( pData1, length );
-    double mY = MathUtilities::mean( pData2, length );
-    
     double sum1 = 0;
     double sum2 = 0;
     
     for( unsigned int i = 0; i <length; i++ )
     {
-        num += ( pData1[i] - mX ) * ( pData2[i] - mY );
+        int k = (i - shiftProfile + length) % length;
 
-        sum1 += ( (pData1[i]-mX) * (pData1[i]-mX) );
-        sum2 += ( (pData2[i]-mY) * (pData2[i]-mY) );
+        num += pDataNorm[i] * pProfileNorm[k];
+
+        sum1 += ( pDataNorm[i] * pDataNorm[i] );
+        sum2 += ( pProfileNorm[k] * pProfileNorm[k] );
     }
 	
     den = sqrt(sum1 * sum2);
-	
-    if( den>0 )
+
+    if( den>0 ) {
         retVal = num/den;
-    else
+    } else {
         retVal = 0;
-
+    }
 
     return retVal;
 }
@@ -169,118 +179,102 @@
 int GetKeyMode::process(double *PCMData)
 {
     int key;
-
     unsigned int j,k;
 
     //////////////////////////////////////////////
     m_Decimator->process( PCMData, m_DecimatedBuffer);
 
-    m_ChrPointer = m_Chroma->process( m_DecimatedBuffer );		
+    m_ChrPointer = m_Chroma->process( m_DecimatedBuffer );
 
-	
-    // Move bins such that the centre of the base note is in the
-    // middle of its three bins :
-    // Added 21.11.07 by Chris Sutton based on debugging with Katy
-    // Noland + comparison with Matlab equivalent.
-    MathUtilities::circShift( m_ChrPointer, m_BPO, 1);
 /*
     std::cout << "raw chroma: ";
-    for (int ii = 0; ii < m_BPO; ++ii) {
-      if (ii % (m_BPO/12) == 0) std::cout << "\n";
+    for (int ii = 0; ii < kBinsPerOctave; ++ii) {
+      if (ii % (kBinsPerOctave/12) == 0) std::cout << "\n";
         std::cout << m_ChrPointer[ii] << " ";
     }
     std::cout << std::endl;
 */
     // populate hpcp values;
     int cbidx;
-    for( j = 0; j < m_BPO; j++ )
-    {
-        cbidx = (m_bufferindex * m_BPO) + j;
+    for( j = 0; j < kBinsPerOctave; j++ ) {
+        cbidx = (m_bufferindex * kBinsPerOctave) + j;
         m_ChromaBuffer[ cbidx ] = m_ChrPointer[j];
     }
 
     //keep track of input buffers;
-    if( m_bufferindex++ >= m_ChromaBuffersize - 1) 
+    if( m_bufferindex++ >= m_ChromaBuffersize - 1) {
         m_bufferindex = 0;
+    }
 
     // track filling of chroma matrix
-    if( m_ChromaBufferFilling++ >= m_ChromaBuffersize)
+    if( m_ChromaBufferFilling++ >= m_ChromaBuffersize) {
         m_ChromaBufferFilling = m_ChromaBuffersize;
+    }
 
-    //calculate mean 		
-    for( k = 0; k < m_BPO; k++ )
-    {
+    //calculate mean
+    for( k = 0; k < kBinsPerOctave; k++ ) {
         double mnVal = 0.0;
-        for( j = 0; j < m_ChromaBufferFilling; j++ )
-        {
-            mnVal += m_ChromaBuffer[ k + (j*m_BPO) ];
+        for( j = 0; j < m_ChromaBufferFilling; j++ ) {
+            mnVal += m_ChromaBuffer[ k + (j*kBinsPerOctave) ];
         }
 
         m_MeanHPCP[k] = mnVal/(double)m_ChromaBufferFilling;
     }
 
-
-    for( k = 0; k < m_BPO; k++ )
+    // Normalize for zero average
+    double mHPCP = MathUtilities::mean( m_MeanHPCP, kBinsPerOctave );
+    for( k = 0; k < kBinsPerOctave; k++ )
     {
-        m_MajCorr[k] = krumCorr( m_MeanHPCP, MajProfile, m_BPO );
-        m_MinCorr[k] = krumCorr( m_MeanHPCP, MinProfile, m_BPO );
-
-        MathUtilities::circShift( MajProfile, m_BPO, 1 );
-        MathUtilities::circShift( MinProfile, m_BPO, 1 );
-    }
-	
-    for( k = 0; k < m_BPO; k++ )
-    {
-        m_Keys[k] = m_MajCorr[k];
-        m_Keys[k+m_BPO] = m_MinCorr[k];
+        m_MeanHPCP[k] -= mHPCP;
     }
 
-    for (k = 0; k < 24; ++k) {
-        m_keyStrengths[k] = 0;
-    }
 
-    for( k = 0; k < m_BPO*2; k++ )
+    for( k = 0; k < kBinsPerOctave; k++ )
     {
-        int idx = k / (m_BPO/12);
-        int rem = k % (m_BPO/12);
-        if (rem == 0 || m_Keys[k] > m_keyStrengths[idx]) {
-            m_keyStrengths[idx] = m_Keys[k];
-        }
-
-//        m_keyStrengths[k/(m_BPO/12)] += m_Keys[k];
+        // The Cromagram has the center of C at bin 0, while the major
+        // and minor profiles have the center of C at 1. We want to have
+        // the correlation for C result also at 1.
+        // To achieve this we have to shift two times:
+        m_MajCorr[k] = krumCorr( m_MeanHPCP, m_MajProfileNorm, (int)k - 2, kBinsPerOctave );
+        m_MinCorr[k] = krumCorr( m_MeanHPCP, m_MinProfileNorm, (int)k - 2, kBinsPerOctave );
     }
 
 /*
   std::cout << "raw keys: ";
-  for (int ii = 0; ii < 2*m_BPO; ++ii) {
-      if (ii % (m_BPO/12) == 0) std::cout << "\n";
-      std::cout << m_Keys[ii] << " ";
+  for (int ii = 0; ii < kBinsPerOctave; ++ii) {
+      if (ii % (kBinsPerOctave/12) == 0) std::cout << "\n";
+      std::cout << m_MajCorr[ii] << " ";
   }
-  std::cout << std::endl;
-
-  std::cout << "key strengths: ";
-  for (int ii = 0; ii < 24; ++ii) {
-      if (ii % 6 == 0) std::cout << "\n";
-      std::cout << m_keyStrengths[ii] << " ";
+  for (int ii = 0; ii < kBinsPerOctave; ++ii) {
+      if (ii % (kBinsPerOctave/12) == 0) std::cout << "\n";
+      std::cout << m_MinCorr[ii] << " ";
   }
   std::cout << std::endl;
 */
-    double dummy;
-    // '1 +' because we number keys 1-24, not 0-23.
-    key = 1 + (int)ceil( (double)MathUtilities::getMax( m_Keys, 2* m_BPO, &dummy )/3 );
 
+    // m_MajCorr[1] is C center  1 / 3 + 1 = 1
+    // m_MajCorr[4] is D center  4 / 3 + 1 = 2
+    // '+ 1' because we number keys 1-24, not 0-23.
+    double maxMaj;
+    int maxMajBin = MathUtilities::getMax( m_MajCorr, kBinsPerOctave, &maxMaj );
+    double maxMin;
+    int maxMinBin = MathUtilities::getMax( m_MinCorr, kBinsPerOctave, &maxMin );
+    int maxBin = (maxMaj > maxMin) ? maxMajBin : (maxMinBin + kBinsPerOctave);
+    key = maxBin / 3 + 1;
+
+//    std::cout << "fractional key pre-sorting: " << (maxBin + 2) / 3.0 << std::endl;
 //    std::cout << "key pre-sorting: " << key << std::endl;
 
 
     //Median filtering
 
     // track Median buffer initial filling
-    if( m_MedianBufferFilling++ >= m_MedianWinsize)
+    if( m_MedianBufferFilling++ >= m_MedianWinsize) {
         m_MedianBufferFilling = m_MedianWinsize;
-		
+    }
+
     //shift median buffer
-    for( k = 1; k < m_MedianWinsize; k++ )
-    {
+    for( k = 1; k < m_MedianWinsize; k++ ) {
         m_MedianFilterBuffer[ k - 1 ] = m_MedianFilterBuffer[ k ];
     }
 
@@ -290,8 +284,7 @@
 
     //Copy median into sorting buffer, reversed
     unsigned int ijx = 0;
-    for( k = 0; k < m_MedianWinsize; k++ )
-    {
+    for( k = 0; k < m_MedianWinsize; k++ ) {
         m_SortedBuffer[k] = m_MedianFilterBuffer[m_MedianWinsize-1-ijx];
         ijx++;
     }
@@ -310,8 +303,9 @@
 
 //  std::cout << "midpoint = " << midpoint << endl;
 
-    if( midpoint <= 0 )
+    if( midpoint <= 0 ) {
         midpoint = 1;
+    }
 
     key = m_SortedBuffer[midpoint-1];
 
@@ -325,3 +319,45 @@
 { 
     return (key > 12);
 }
+
+unsigned int getChromaSize() 
+{ 
+    return kBinsPerOctave; 
+}
+
+double* GetKeyMode::getKeyStrengths() {
+    unsigned int k;
+
+    for (k = 0; k < 24; ++k) {
+        m_keyStrengths[k] = 0;
+    }
+
+    for( k = 0; k < kBinsPerOctave; k++ )
+    {
+        int idx = k / (kBinsPerOctave/12);
+        int rem = k % (kBinsPerOctave/12);
+        if (rem == 0 || m_MajCorr[k] > m_keyStrengths[idx]) {
+            m_keyStrengths[idx] = m_MajCorr[k];
+        }
+    }
+
+    for( k = 0; k < kBinsPerOctave; k++ )
+    {
+        int idx = (k + kBinsPerOctave) / (kBinsPerOctave/12);
+        int rem = k % (kBinsPerOctave/12);
+        if (rem == 0 || m_MinCorr[k] > m_keyStrengths[idx]) {
+            m_keyStrengths[idx] = m_MinCorr[k];
+        }
+    }
+
+/*
+    std::cout << "key strengths: ";
+    for (int ii = 0; ii < 24; ++ii) {
+        if (ii % 6 == 0) std::cout << "\n";
+        std::cout << m_keyStrengths[ii] << " ";
+    }
+    std::cout << std::endl;
+*/
+
+    return m_keyStrengths;
+}
--- a/dsp/keydetection/GetKeyMode.h	Fri May 24 11:39:24 2019 +0100
+++ b/dsp/keydetection/GetKeyMode.h	Thu May 30 16:18:13 2019 +0100
@@ -27,17 +27,18 @@
 
 	int process( double* PCMData );
 
-	double krumCorr( double* pData1, double* pData2, unsigned int length );
+	double krumCorr( const double *pDataNorm, const double *pProfileNorm, 
+                         int shiftProfile, unsigned int length );
 
 	unsigned int getBlockSize() { return m_ChromaFrameSize*m_DecimationFactor; }
 	unsigned int getHopSize() { return m_ChromaHopSize*m_DecimationFactor; }
 
 	double* getChroma() { return m_ChrPointer; }
-	unsigned int getChromaSize() { return m_BPO; }
+	unsigned int getChromaSize();
 
 	double* getMeanHPCP() { return m_MeanHPCP; }
 
-	double *getKeyStrengths() { return m_keyStrengths; }
+	double* getKeyStrengths();
 
 	bool isModeMinor( int key ); 
 
@@ -63,8 +64,6 @@
 	unsigned int m_ChromaFrameSize;
 	//Hop
 	unsigned int m_ChromaHopSize;
-	//Bins per octave
-	unsigned int m_BPO;
 
 
 	unsigned int m_ChromaBuffersize;
@@ -79,9 +78,10 @@
 	double* m_ChromaBuffer;
 	double* m_MeanHPCP;
 
+	double* m_MajProfileNorm;
+	double* m_MinProfileNorm;
 	double* m_MajCorr;
 	double* m_MinCorr;
-	double* m_Keys;
 	int* m_MedianFilterBuffer;
 	int* m_SortedBuffer;
 
--- a/tests/Makefile	Fri May 24 11:39:24 2019 +0100
+++ b/tests/Makefile	Thu May 30 16:18:13 2019 +0100
@@ -5,12 +5,13 @@
 LDFLAGS := $(LDFLAGS) -lboost_unit_test_framework -lpthread
 LIBS := ../libqm-dsp.a
 
-TESTS	:= test-mathutilities test-window test-filter test-fft test-dct test-pvoc test-resampler test-medianfilter
+TESTS	:= test-mathutilities test-window test-filter test-fft test-dct test-pvoc test-resampler test-medianfilter test-getkeymode test-chromagram
 
 VG	:= valgrind -q
 
 all: $(TESTS)
-	for t in $(TESTS); do echo "Running $$t"; $(VG) ./"$$t" || exit 1; done
+#	for t in $(TESTS); do echo "Running $$t"; $(VG) ./"$$t" || exit 1; done
+	for t in $(TESTS); do echo "Running $$t"; ./"$$t" || exit 1; done
 
 test-medianfilter: TestMedianFilter.o $(LIBS)
 	$(CXX) -o $@ $^ $(LDFLAGS)
@@ -36,6 +37,12 @@
 test-resampler: TestResampler.o $(LIBS)
 	$(CXX) -o $@ $^ $(LDFLAGS)
 
+test-chromagram: TestChromagram.o $(LIBS)
+	$(CXX) -o $@ $^ $(LDFLAGS)
+
+test-getkeymode: TestGetKeyMode.o $(LIBS)
+	$(CXX) -o $@ $^ $(LDFLAGS)
+
 TestMathUtilities.o: $(LIBS)
 TestMedianFilter.o: $(LIBS)
 TestWindow.o: $(LIBS)
@@ -44,6 +51,8 @@
 TestDCT.o: $(LIBS)
 TestPhaseVocoder.o: $(LIBS)
 TestResampler.o: $(LIBS)
+TestChromagram.o: $(LIBS)
+TestGetKeyMode.o: $(LIBS)
 
 clean: 
 	rm -f *.o $(TESTS)
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/tests/TestChromagram.cpp	Thu May 30 16:18:13 2019 +0100
@@ -0,0 +1,141 @@
+/* -*- c-basic-offset: 4 indent-tabs-mode: nil -*-  vi:set ts=8 sts=4 sw=4: */
+
+#include "dsp/chromagram/Chromagram.h"
+
+#include <iostream>
+
+#include <cmath>
+
+#define BOOST_TEST_DYN_LINK
+#define BOOST_TEST_MAIN
+
+#include <boost/test/unit_test.hpp>
+
+BOOST_AUTO_TEST_SUITE(TestChromagram)
+
+using std::cout;
+using std::endl;
+using std::string;
+using std::vector;
+
+string midiPitchName(int midiPitch)
+{
+    static string names[] = {
+        "C",  "C#", "D",  "D#",
+        "E",  "F",  "F#", "G",
+        "G#", "A",  "A#", "B"
+    };
+
+    return names[midiPitch % 12];
+}
+
+vector<double> generateSinusoid(double frequency,
+                                double sampleRate,
+                                int length)
+{
+    vector<double> buffer;
+    for (int i = 0; i < length; ++i) {
+        buffer.push_back(sin((i * M_PI * 2.0 * frequency) / sampleRate));
+    }
+    return buffer;
+}
+
+double frequencyForPitch(int midiPitch, double concertA)
+{
+    return concertA * pow(2.0, (midiPitch - 69.0) / 12.0);
+}
+
+void test_sinusoid_12tET(double concertA, double sampleRate, int bpo)
+{
+    int chromaMinPitch = 36;
+    int chromaMaxPitch = 108;
+
+    int probeMinPitch = 36;
+    int probeMaxPitch = 108;
+    
+    ChromaConfig config {
+        sampleRate,
+        frequencyForPitch(chromaMinPitch, concertA),
+        frequencyForPitch(chromaMaxPitch, concertA),
+        bpo,
+        0.0054,
+        MathUtilities::NormaliseNone
+    };
+    
+    Chromagram chroma(config);
+
+    int binsPerSemi = bpo / 12;
+    
+    for (int midiPitch = probeMinPitch;
+         midiPitch < probeMaxPitch;
+         ++midiPitch) {
+
+        int blockSize = chroma.getFrameSize();
+
+        double frequency = frequencyForPitch(midiPitch, concertA);
+        int expectedPeakBin =
+            ((midiPitch - chromaMinPitch) * binsPerSemi) % bpo;
+/*
+        cout << "midiPitch = " << midiPitch
+             << ", name = " << midiPitchName(midiPitch)
+             << ", frequency = " << frequency
+             << ", expected peak bin = "
+             << expectedPeakBin << endl;
+*/        
+        vector<double> signal = generateSinusoid(frequency,
+                                                 sampleRate,
+                                                 blockSize);
+
+        double *output = chroma.process(signal.data());
+
+        int peakBin = -1;
+        double peakValue = 0.0;
+
+        for (int i = 0; i < bpo; ++i) {
+            if (i == 0 || output[i] > peakValue) {
+                peakValue = output[i];
+                peakBin = i;
+            }
+        }
+/*
+        cout << "peak value = " << peakValue << " at bin " << peakBin << endl;
+        cout << "(neighbouring values are "
+             << (peakBin > 0 ? output[peakBin-1] : output[bpo-1])
+             << " and "
+             << (peakBin+1 < bpo ? output[peakBin+1] : output[0])
+             << ")" << endl;
+        if (peakBin != expectedPeakBin) {
+            cout << "NOTE: peak bin " << peakBin << " does not match expected " << expectedPeakBin << endl;
+            cout << "bin values are: ";
+            for (int i = 0; i < bpo; ++i) {
+                cout << i << ": " << output[i] << "   ";
+            }
+            cout << endl;
+        }
+*/
+        
+        BOOST_CHECK_EQUAL(peakBin, expectedPeakBin);
+    }
+}
+
+BOOST_AUTO_TEST_CASE(sinusoid_12tET_440_44100_36)
+{
+    test_sinusoid_12tET(440.0, 44100.0, 36);
+}
+    
+BOOST_AUTO_TEST_CASE(sinusoid_12tET_440_44100_60)
+{
+    test_sinusoid_12tET(440.0, 44100.0, 60);
+}
+
+BOOST_AUTO_TEST_CASE(sinusoid_12tET_397_44100_60)
+{
+    test_sinusoid_12tET(397.0, 44100.0, 60);
+}
+
+BOOST_AUTO_TEST_CASE(sinusoid_12tET_440_48000_60)
+{
+    test_sinusoid_12tET(440.0, 48000.0, 60);
+}
+
+BOOST_AUTO_TEST_SUITE_END()
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/tests/TestGetKeyMode.cpp	Thu May 30 16:18:13 2019 +0100
@@ -0,0 +1,112 @@
+/* -*- c-basic-offset: 4 indent-tabs-mode: nil -*-  vi:set ts=8 sts=4 sw=4: */
+
+#include "dsp/keydetection/GetKeyMode.h"
+
+#include <iostream>
+
+#include <cmath>
+
+#define BOOST_TEST_DYN_LINK
+#define BOOST_TEST_MAIN
+
+#include <boost/test/unit_test.hpp>
+
+BOOST_AUTO_TEST_SUITE(TestGetKeyMode)
+
+using std::cout;
+using std::endl;
+using std::string;
+using std::vector;
+
+string keyName(int index, bool minor)
+{
+    static string namesMajor[] = {
+        "C", "Db", "D", "Eb",
+        "E", "F", "F# / Gb", "G",
+        "Ab", "A", "Bb", "B"
+    };
+
+    static string namesMinor[] = {
+        "C", "C#", "D", "Eb / D#",
+        "E", "F", "F#", "G",
+        "G#", "A", "Bb", "B"
+    };
+
+    if (index < 1 || index > 12) return "";
+
+    std::string name;
+    if (minor) name = namesMinor[index - 1] + " minor";
+    else name = namesMajor[index - 1] + " major";
+    return name;
+}
+
+string midiPitchName(int midiPitch)
+{
+    static string names[] = {
+        "C",  "C#", "D",  "D#",
+        "E",  "F",  "F#", "G",
+        "G#", "A",  "A#", "B"
+    };
+
+    return names[midiPitch % 12];
+}
+
+vector<double> generateSinusoid(double frequency,
+                                int sampleRate,
+                                int length)
+{
+    vector<double> buffer;
+    buffer.reserve(length);
+    for (int i = 0; i < length; ++i) {
+        buffer.push_back(sin(i * M_PI * 2.0 * frequency / sampleRate));
+    }
+    return buffer;
+}
+    
+BOOST_AUTO_TEST_CASE(sinusoid_12tET)
+{
+    double concertA = 440.0;
+    int sampleRate = 44100;
+    
+    for (int midiPitch = 48; midiPitch < 96; ++midiPitch) {
+
+        GetKeyMode gkm(sampleRate, concertA, 10, 10);
+        int blockSize = gkm.getBlockSize();
+        int hopSize = gkm.getHopSize();
+
+        double frequency = concertA * pow(2.0, (midiPitch - 69.0) / 12.0);
+/*
+        cout << "midiPitch = " << midiPitch
+             << ", name = " << midiPitchName(midiPitch)
+             << ", frequency = " << frequency << endl;
+*/
+        int blocks = 4;
+        int totalLength = blockSize * blocks;
+        vector<double> signal = generateSinusoid(frequency, sampleRate,
+                                                 totalLength);
+
+        int key;
+        
+        for (int offset = 0; offset + blockSize < totalLength;
+             offset += hopSize) {
+            int k = gkm.process(signal.data() + offset);
+            if (offset == 0) {
+                key = k;
+            } else {
+                BOOST_CHECK_EQUAL(key, k);
+            }
+        }
+
+        bool minor = (key > 12);
+
+        int tonic = key;
+        if (minor) tonic -= 12;
+
+        BOOST_CHECK_EQUAL(tonic, 1 + (midiPitch % 12));
+        
+//        string name = keyName(tonic, minor);
+//        cout << "key value = " << key << ", name = " << name << endl;
+    }
+}
+
+BOOST_AUTO_TEST_SUITE_END()