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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 * ClusterMeltSegmenter.h
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5 *
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6 * Created by Mark Levy on 23/03/2006.
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7 * Copyright 2006 Centre for Digital Music, Queen Mary, University of London.
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8 * All rights reserved.
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9 */
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10
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11 #include <vector>
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12
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13 #include "segment.h"
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14 #include "Segmenter.h"
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15 #include "hmm/hmm.h"
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16 #include "base/Window.h"
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17
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18 using std::vector;
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19
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20 class Decimator;
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21 class ConstantQ;
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22
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23 class ClusterMeltSegmenterParams
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24 // defaults are sensible for 11025Hz with 0.2 second hopsize
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25 {
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26 public:
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27 ClusterMeltSegmenterParams() :
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28 featureType(FEATURE_TYPE_CONSTQ),
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29 hopSize(0.2),
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30 windowSize(0.6),
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31 fmin(62),
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32 fmax(16000),
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33 nbins(8),
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34 ncomponents(20),
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35 nHMMStates(40),
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36 nclusters(10),
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37 histogramLength(15),
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38 neighbourhoodLimit(20) { }
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39 feature_types featureType;
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40 double hopSize; // in secs
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41 double windowSize; // in secs
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42 int fmin;
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43 int fmax;
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44 int nbins;
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45 int ncomponents;
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46 int nHMMStates;
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47 int nclusters;
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48 int histogramLength;
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49 int neighbourhoodLimit;
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50 };
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51
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52 class ClusterMeltSegmenter : public Segmenter
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53 {
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54 public:
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55 ClusterMeltSegmenter(ClusterMeltSegmenterParams params);
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56 virtual ~ClusterMeltSegmenter();
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57 virtual void initialise(int samplerate);
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58 virtual int getWindowsize();
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59 virtual int getHopsize();
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60 virtual void extractFeatures(const double* samples, int nsamples);
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61 void setFeatures(const vector<vector<double> >& f); // provide the features yourself
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62 virtual void segment(); // segment into default number of segment-types
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63 void segment(int m); // segment into m segment-types
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64 int getNSegmentTypes() { return nclusters; }
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65
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66 protected:
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67 void makeSegmentation(int* q, int len);
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68
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69 Window<double> *window;
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70 ConstantQ* constq;
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71 model_t* model; // the HMM
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72 int* q; // the decoded HMM state sequence
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73 vector<vector<double> > histograms;
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74
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75 feature_types featureType;
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76 double hopSize; // in seconds
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77 double windowSize; // in seconds
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78
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79 // constant-Q parameters
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80 int fmin;
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81 int fmax;
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82 int nbins;
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83 int ncoeff;
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84
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85 // PCA parameters
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86 int ncomponents;
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87
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88 // HMM parameters
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89 int nHMMStates;
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90
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91 // clustering parameters
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92 int nclusters;
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93 int histogramLength;
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94 int neighbourhoodLimit;
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95
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96 Decimator *decimator;
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97 };
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