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/* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
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/*
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Vamp feature extraction plugin for the BeatRoot beat tracker.
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Centre for Digital Music, Queen Mary, University of London.
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This file copyright 2011 Simon Dixon, Chris Cannam and QMUL.
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This program is free software; you can redistribute it and/or
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modify it under the terms of the GNU General Public License as
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published by the Free Software Foundation; either version 2 of the
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License, or (at your option) any later version. See the file
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COPYING included with this distribution for more information.
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*/
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#include "Peaks.h" |
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int Peaks::pre = 3; |
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int Peaks::post = 1; |
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int Peaks::findPeaks(const vector<double> &data, vector<int> peaks, int width) { |
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int peakCount = 0; |
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int maxp = 0; |
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int mid = 0; |
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int end = data.size();
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while (mid < end) {
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int i = mid - width;
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if (i < 0) |
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i = 0;
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int stop = mid + width + 1; |
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if (stop > (int)data.size()) |
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stop = data.size(); |
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maxp = i; |
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for (i++; i < stop; i++)
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if (data[i] > data[maxp])
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maxp = i; |
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if (maxp == mid) {
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int j;
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for (j = peakCount; j > 0; j--) { |
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if (data[maxp] <= data[peaks[j-1]]) |
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break;
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else if (j < (int)peaks.size()) |
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peaks[j] = peaks[j-1];
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} |
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if (j != (int)peaks.size()) |
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peaks[j] = maxp; |
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if (peakCount != (int)peaks.size()) |
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peakCount++; |
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} |
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mid++; |
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} |
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return peakCount;
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} // findPeaks()
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vector<int> Peaks::findPeaks(const vector<double> &data, int width, |
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double threshold, double decayRate, bool isRelative) { |
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vector<int> peaks;
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int maxp = 0; |
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int mid = 0; |
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if (data.empty()) return peaks; |
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int end = data.size();
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double av = data[0]; |
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while (mid < end) {
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av = decayRate * av + (1 - decayRate) * data[mid];
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if (av < data[mid])
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av = data[mid]; |
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int i = mid - width;
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if (i < 0) |
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i = 0;
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int stop = mid + width + 1; |
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if (stop > (int)data.size()) |
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stop = data.size(); |
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maxp = i; |
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for (i++; i < stop; i++)
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if (data[i] > data[maxp])
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maxp = i; |
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if (maxp == mid) {
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if (overThreshold(data, maxp, width, threshold, isRelative,av)){
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peaks.push_back(maxp); |
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} |
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} |
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mid++; |
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} |
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return peaks;
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} // findPeaks()
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double Peaks::expDecayWithHold(double av, double decayRate, |
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const vector<double> &data, int start, int stop) { |
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while (start < stop) {
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av = decayRate * av + (1 - decayRate) * data[start];
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if (av < data[start])
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av = data[start]; |
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start++; |
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} |
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return av;
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} // expDecayWithHold()
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bool Peaks::overThreshold(const vector<double> &data, int index, int width, |
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double threshold, bool isRelative, |
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double av) {
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if (data[index] < av)
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return false; |
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if (isRelative) {
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int iStart = index - pre * width;
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if (iStart < 0) |
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iStart = 0;
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int iStop = index + post * width;
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if (iStop > (int)data.size()) |
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iStop = data.size(); |
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double sum = 0; |
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int count = iStop - iStart;
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while (iStart < iStop)
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sum += data[iStart++]; |
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return (data[index] > sum / count + threshold);
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} else
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return (data[index] > threshold);
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} // overThreshold()
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void Peaks::normalise(vector<double> &data) { |
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double sx = 0; |
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double sxx = 0; |
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for (int i = 0; i < (int)data.size(); i++) { |
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sx += data[i]; |
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sxx += data[i] * data[i]; |
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} |
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double mean = sx / data.size();
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double sd = sqrt((sxx - sx * mean) / data.size());
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if (sd == 0) |
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sd = 1; // all data[i] == mean -> 0; avoids div by 0 |
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for (int i = 0; i < (int)data.size(); i++) { |
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data[i] = (data[i] - mean) / sd; |
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} |
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} // normalise()
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/** Uses an n-point linear regression to estimate the slope of data.
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* @param data input data
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* @param hop spacing of data points
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* @param n length of linear regression
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* @param slope output data
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*/
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void Peaks::getSlope(const vector<double> &data, double hop, int n, |
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vector<double> &slope) {
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int i = 0, j = 0; |
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double t;
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double sx = 0, sxx = 0, sy = 0, sxy = 0; |
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for ( ; i < n; i++) {
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t = i * hop; |
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sx += t; |
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sxx += t * t; |
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sy += data[i]; |
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sxy += t * data[i]; |
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} |
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double delta = n * sxx - sx * sx;
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for ( ; j < n / 2; j++) |
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slope[j] = (n * sxy - sx * sy) / delta; |
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for ( ; j < (int)data.size() - (n + 1) / 2; j++, i++) { |
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slope[j] = (n * sxy - sx * sy) / delta; |
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sy += data[i] - data[i - n]; |
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sxy += hop * (n * data[i] - sy); |
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} |
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for ( ; j < (int)data.size(); j++) |
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slope[j] = (n * sxy - sx * sy) / delta; |
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} // getSlope()
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int Peaks::imin(const vector<double> &arr) { |
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int i = 0; |
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for (int j = 1; j < (int)arr.size(); j++) |
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if (arr[j] < arr[i])
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i = j; |
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return i;
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} // imin()
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int Peaks::imax(const vector<double> &arr) { |
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int i = 0; |
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for (int j = 1; j < (int)arr.size(); j++) |
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if (arr[j] > arr[i])
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i = j; |
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return i;
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} // imax()
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