annotate dsp/tempotracking/DownBeat.cpp @ 76:4fada56adbb8

* Fix DownBeat off-by-one and another stupid error, both of which I introduced and poor Matthew has had to waste his time fixing... sorry!
author cannam
date Mon, 22 Jun 2009 14:10:03 +0000
parents c3cdb404f807
children e2bff5365828
rev   line source
cannam@54 1 /* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
cannam@54 2
cannam@54 3 /*
cannam@54 4 QM DSP Library
cannam@54 5
cannam@54 6 Centre for Digital Music, Queen Mary, University of London.
cannam@54 7 This file copyright 2008-2009 Matthew Davies and QMUL.
cannam@54 8 All rights reserved.
cannam@54 9 */
cannam@54 10
cannam@54 11 #include "DownBeat.h"
cannam@54 12
cannam@54 13 #include "maths/MathAliases.h"
cannam@54 14 #include "maths/MathUtilities.h"
cannam@55 15 #include "maths/KLDivergence.h"
cannam@54 16 #include "dsp/transforms/FFT.h"
cannam@54 17
cannam@54 18 #include <iostream>
cannam@54 19 #include <cstdlib>
cannam@54 20
cannam@54 21 DownBeat::DownBeat(float originalSampleRate,
cannam@54 22 size_t decimationFactor,
cannam@54 23 size_t dfIncrement) :
cannam@55 24 m_bpb(0),
cannam@54 25 m_rate(originalSampleRate),
cannam@54 26 m_factor(decimationFactor),
cannam@54 27 m_increment(dfIncrement),
cannam@54 28 m_decimator1(0),
cannam@54 29 m_decimator2(0),
cannam@54 30 m_buffer(0),
cannam@58 31 m_decbuf(0),
cannam@54 32 m_bufsiz(0),
cannam@54 33 m_buffill(0),
cannam@54 34 m_beatframesize(0),
cannam@54 35 m_beatframe(0)
cannam@54 36 {
cannam@54 37 // beat frame size is next power of two up from 1.3 seconds at the
cannam@54 38 // downsampled rate (happens to produce 4096 for 44100 or 48000 at
cannam@54 39 // 16x decimation, which is our expected normal situation)
cannam@55 40 m_beatframesize = MathUtilities::nextPowerOfTwo
cannam@55 41 (int((m_rate / decimationFactor) * 1.3));
cannam@57 42 // std::cerr << "rate = " << m_rate << ", bfs = " << m_beatframesize << std::endl;
cannam@54 43 m_beatframe = new double[m_beatframesize];
cannam@54 44 m_fftRealOut = new double[m_beatframesize];
cannam@54 45 m_fftImagOut = new double[m_beatframesize];
cannam@64 46 m_fft = new FFTReal(m_beatframesize);
cannam@54 47 }
cannam@54 48
cannam@54 49 DownBeat::~DownBeat()
cannam@54 50 {
cannam@54 51 delete m_decimator1;
cannam@54 52 delete m_decimator2;
cannam@54 53 if (m_buffer) free(m_buffer);
cannam@54 54 delete[] m_decbuf;
cannam@54 55 delete[] m_beatframe;
cannam@54 56 delete[] m_fftRealOut;
cannam@54 57 delete[] m_fftImagOut;
cannam@64 58 delete m_fft;
cannam@54 59 }
cannam@54 60
cannam@54 61 void
cannam@55 62 DownBeat::setBeatsPerBar(int bpb)
cannam@55 63 {
cannam@55 64 m_bpb = bpb;
cannam@55 65 }
cannam@55 66
cannam@55 67 void
cannam@54 68 DownBeat::makeDecimators()
cannam@54 69 {
cannam@58 70 // std::cerr << "m_factor = " << m_factor << std::endl;
cannam@54 71 if (m_factor < 2) return;
cannam@54 72 int highest = Decimator::getHighestSupportedFactor();
cannam@54 73 if (m_factor <= highest) {
cannam@54 74 m_decimator1 = new Decimator(m_increment, m_factor);
cannam@57 75 // std::cerr << "DownBeat: decimator 1 factor " << m_factor << ", size " << m_increment << std::endl;
cannam@54 76 return;
cannam@54 77 }
cannam@54 78 m_decimator1 = new Decimator(m_increment, highest);
cannam@57 79 // std::cerr << "DownBeat: decimator 1 factor " << highest << ", size " << m_increment << std::endl;
cannam@54 80 m_decimator2 = new Decimator(m_increment / highest, m_factor / highest);
cannam@57 81 // std::cerr << "DownBeat: decimator 2 factor " << m_factor / highest << ", size " << m_increment / highest << std::endl;
cannam@55 82 m_decbuf = new float[m_increment / highest];
cannam@54 83 }
cannam@54 84
cannam@54 85 void
cannam@55 86 DownBeat::pushAudioBlock(const float *audio)
cannam@54 87 {
cannam@54 88 if (m_buffill + (m_increment / m_factor) > m_bufsiz) {
cannam@54 89 if (m_bufsiz == 0) m_bufsiz = m_increment * 16;
cannam@54 90 else m_bufsiz = m_bufsiz * 2;
cannam@54 91 if (!m_buffer) {
cannam@55 92 m_buffer = (float *)malloc(m_bufsiz * sizeof(float));
cannam@54 93 } else {
cannam@57 94 // std::cerr << "DownBeat::pushAudioBlock: realloc m_buffer to " << m_bufsiz << std::endl;
cannam@55 95 m_buffer = (float *)realloc(m_buffer, m_bufsiz * sizeof(float));
cannam@54 96 }
cannam@54 97 }
cannam@58 98 if (!m_decimator1 && m_factor > 1) makeDecimators();
cannam@58 99 // float rmsin = 0, rmsout = 0;
cannam@58 100 // for (int i = 0; i < m_increment; ++i) {
cannam@58 101 // rmsin += audio[i] * audio[i];
cannam@58 102 // }
cannam@54 103 if (m_decimator2) {
cannam@54 104 m_decimator1->process(audio, m_decbuf);
cannam@54 105 m_decimator2->process(m_decbuf, m_buffer + m_buffill);
cannam@58 106 } else if (m_decimator1) {
cannam@58 107 m_decimator1->process(audio, m_buffer + m_buffill);
cannam@54 108 } else {
cannam@58 109 // just copy across (m_factor is presumably 1)
cannam@58 110 for (int i = 0; i < m_increment; ++i) {
cannam@58 111 (m_buffer + m_buffill)[i] = audio[i];
cannam@58 112 }
cannam@54 113 }
cannam@58 114 // for (int i = 0; i < m_increment / m_factor; ++i) {
cannam@58 115 // rmsout += m_buffer[m_buffill + i] * m_buffer[m_buffill + i];
cannam@58 116 // }
cannam@57 117 // std::cerr << "pushAudioBlock: rms in " << sqrt(rmsin) << ", out " << sqrt(rmsout) << std::endl;
cannam@54 118 m_buffill += m_increment / m_factor;
cannam@54 119 }
cannam@54 120
cannam@55 121 const float *
cannam@54 122 DownBeat::getBufferedAudio(size_t &length) const
cannam@54 123 {
cannam@54 124 length = m_buffill;
cannam@54 125 return m_buffer;
cannam@54 126 }
cannam@54 127
cannam@54 128 void
cannam@55 129 DownBeat::resetAudioBuffer()
cannam@55 130 {
cannam@55 131 if (m_buffer) free(m_buffer);
cannam@58 132 m_buffer = 0;
cannam@55 133 m_buffill = 0;
cannam@55 134 m_bufsiz = 0;
cannam@55 135 }
cannam@55 136
cannam@55 137 void
cannam@55 138 DownBeat::findDownBeats(const float *audio,
cannam@54 139 size_t audioLength,
cannam@54 140 const d_vec_t &beats,
cannam@54 141 i_vec_t &downbeats)
cannam@54 142 {
cannam@54 143 // FIND DOWNBEATS BY PARTITIONING THE INPUT AUDIO FILE INTO BEAT SEGMENTS
cannam@54 144 // WHERE THE AUDIO FRAMES ARE DOWNSAMPLED BY A FACTOR OF 16 (fs ~= 2700Hz)
cannam@54 145 // THEN TAKING THE JENSEN-SHANNON DIVERGENCE BETWEEN BEAT SYNCHRONOUS SPECTRAL FRAMES
cannam@54 146
cannam@54 147 // IMPLEMENTATION (MOSTLY) FOLLOWS:
cannam@54 148 // DAVIES AND PLUMBLEY "A SPECTRAL DIFFERENCE APPROACH TO EXTRACTING DOWNBEATS IN MUSICAL AUDIO"
cannam@54 149 // EUSIPCO 2006, FLORENCE, ITALY
cannam@54 150
cannam@54 151 d_vec_t newspec(m_beatframesize / 2); // magnitude spectrum of current beat
cannam@54 152 d_vec_t oldspec(m_beatframesize / 2); // magnitude spectrum of previous beat
cannam@56 153
cannam@56 154 m_beatsd.clear();
cannam@54 155
cannam@54 156 if (audioLength == 0) return;
cannam@54 157
cannam@54 158 for (size_t i = 0; i + 1 < beats.size(); ++i) {
cannam@54 159
cannam@54 160 // Copy the extents of the current beat from downsampled array
cannam@54 161 // into beat frame buffer
cannam@54 162
cannam@54 163 size_t beatstart = (beats[i] * m_increment) / m_factor;
cannam@55 164 size_t beatend = (beats[i+1] * m_increment) / m_factor;
cannam@54 165 if (beatend >= audioLength) beatend = audioLength - 1;
cannam@54 166 if (beatend < beatstart) beatend = beatstart;
cannam@54 167 size_t beatlen = beatend - beatstart;
cannam@54 168
cannam@54 169 // Also apply a Hanning window to the beat frame buffer, sized
cannam@54 170 // to the beat extents rather than the frame size. (Because
cannam@54 171 // the size varies, it's easier to do this by hand than use
cannam@54 172 // our Window abstraction.)
cannam@54 173
cannam@58 174 // std::cerr << "beatlen = " << beatlen << std::endl;
cannam@58 175
cannam@58 176 // float rms = 0;
cannam@58 177 for (size_t j = 0; j < beatlen && j < m_beatframesize; ++j) {
cannam@54 178 double mul = 0.5 * (1.0 - cos(TWO_PI * (double(j) / double(beatlen))));
cannam@54 179 m_beatframe[j] = audio[beatstart + j] * mul;
cannam@58 180 // rms += m_beatframe[j] * m_beatframe[j];
cannam@54 181 }
cannam@58 182 // rms = sqrt(rms);
cannam@57 183 // std::cerr << "beat " << i << ": audio rms " << rms << std::endl;
cannam@54 184
cannam@54 185 for (size_t j = beatlen; j < m_beatframesize; ++j) {
cannam@54 186 m_beatframe[j] = 0.0;
cannam@54 187 }
cannam@54 188
cannam@54 189 // Now FFT beat frame
cannam@54 190
cannam@64 191 m_fft->process(false, m_beatframe, m_fftRealOut, m_fftImagOut);
cannam@54 192
cannam@54 193 // Calculate magnitudes
cannam@54 194
cannam@54 195 for (size_t j = 0; j < m_beatframesize/2; ++j) {
cannam@54 196 newspec[j] = sqrt(m_fftRealOut[j] * m_fftRealOut[j] +
cannam@54 197 m_fftImagOut[j] * m_fftImagOut[j]);
cannam@54 198 }
cannam@54 199
cannam@54 200 // Preserve peaks by applying adaptive threshold
cannam@54 201
cannam@54 202 MathUtilities::adaptiveThreshold(newspec);
cannam@54 203
cannam@54 204 // Calculate JS divergence between new and old spectral frames
cannam@54 205
cannam@56 206 if (i > 0) { // otherwise we have no previous frame
cannam@56 207 m_beatsd.push_back(measureSpecDiff(oldspec, newspec));
cannam@57 208 // std::cerr << "specdiff: " << m_beatsd[m_beatsd.size()-1] << std::endl;
cannam@56 209 }
cannam@54 210
cannam@54 211 // Copy newspec across to old
cannam@54 212
cannam@54 213 for (size_t j = 0; j < m_beatframesize/2; ++j) {
cannam@54 214 oldspec[j] = newspec[j];
cannam@54 215 }
cannam@54 216 }
cannam@54 217
cannam@54 218 // We now have all spectral difference measures in specdiff
cannam@54 219
cannam@70 220 unsigned int timesig = m_bpb;
cannam@55 221 if (timesig == 0) timesig = 4;
cannam@55 222
cannam@54 223 d_vec_t dbcand(timesig); // downbeat candidates
cannam@54 224
cannam@55 225 for (int beat = 0; beat < timesig; ++beat) {
cannam@55 226 dbcand[beat] = 0;
cannam@55 227 }
cannam@55 228
cannam@76 229 // look for beat transition which leads to greatest spectral change
cannam@76 230 for (int beat = 0; beat < timesig; ++beat) {
cannam@76 231 int count = 0;
cannam@76 232 for (int example = beat; example < m_beatsd.size(); example += timesig) {
cannam@76 233 if (example < 0) continue;
cannam@76 234 dbcand[beat] += (m_beatsd[example]) / timesig;
cannam@76 235 ++count;
cannam@76 236 }
cannam@76 237 if (count > 0) dbcand[beat] /= count;
cannam@57 238 // std::cerr << "dbcand[" << beat << "] = " << dbcand[beat] << std::endl;
cannam@76 239 }
cannam@55 240
cannam@54 241 // first downbeat is beat at index of maximum value of dbcand
cannam@54 242 int dbind = MathUtilities::getMax(dbcand);
cannam@54 243
cannam@54 244 // remaining downbeats are at timesig intervals from the first
cannam@54 245 for (int i = dbind; i < beats.size(); i += timesig) {
cannam@54 246 downbeats.push_back(i);
cannam@54 247 }
cannam@54 248 }
cannam@54 249
cannam@54 250 double
cannam@54 251 DownBeat::measureSpecDiff(d_vec_t oldspec, d_vec_t newspec)
cannam@54 252 {
cannam@54 253 // JENSEN-SHANNON DIVERGENCE BETWEEN SPECTRAL FRAMES
cannam@54 254
cannam@70 255 unsigned int SPECSIZE = 512; // ONLY LOOK AT FIRST 512 SAMPLES OF SPECTRUM.
cannam@54 256 if (SPECSIZE > oldspec.size()/4) {
cannam@54 257 SPECSIZE = oldspec.size()/4;
cannam@54 258 }
cannam@54 259 double SD = 0.;
cannam@54 260 double sd1 = 0.;
cannam@54 261
cannam@54 262 double sumnew = 0.;
cannam@54 263 double sumold = 0.;
cannam@54 264
cannam@70 265 for (unsigned int i = 0;i < SPECSIZE;i++)
cannam@54 266 {
cannam@54 267 newspec[i] +=EPS;
cannam@54 268 oldspec[i] +=EPS;
cannam@54 269
cannam@54 270 sumnew+=newspec[i];
cannam@54 271 sumold+=oldspec[i];
cannam@54 272 }
cannam@54 273
cannam@70 274 for (unsigned int i = 0;i < SPECSIZE;i++)
cannam@54 275 {
cannam@54 276 newspec[i] /= (sumnew);
cannam@54 277 oldspec[i] /= (sumold);
cannam@54 278
cannam@54 279 // IF ANY SPECTRAL VALUES ARE 0 (SHOULDN'T BE ANY!) SET THEM TO 1
cannam@54 280 if (newspec[i] == 0)
cannam@54 281 {
cannam@54 282 newspec[i] = 1.;
cannam@54 283 }
cannam@54 284
cannam@54 285 if (oldspec[i] == 0)
cannam@54 286 {
cannam@54 287 oldspec[i] = 1.;
cannam@54 288 }
cannam@54 289
cannam@54 290 // JENSEN-SHANNON CALCULATION
cannam@54 291 sd1 = 0.5*oldspec[i] + 0.5*newspec[i];
cannam@54 292 SD = SD + (-sd1*log(sd1)) + (0.5*(oldspec[i]*log(oldspec[i]))) + (0.5*(newspec[i]*log(newspec[i])));
cannam@54 293 }
cannam@54 294
cannam@54 295 return SD;
cannam@54 296 }
cannam@54 297
cannam@56 298 void
cannam@56 299 DownBeat::getBeatSD(vector<double> &beatsd) const
cannam@56 300 {
cannam@56 301 for (int i = 0; i < m_beatsd.size(); ++i) beatsd.push_back(m_beatsd[i]);
cannam@56 302 }
cannam@56 303