#include "test_precomp.hpp"
#include "opencv2/highgui.hpp"
+#include "opencv2/core/core_c.h"
using namespace std;
using namespace cv;
const string FEATURES2D_DIR = "features2d";
const string IMAGE_FILENAME = "tsukuba.png";
+const int TABLE_SIZE = 400;
+
+static const float chitab3[]=
+{
+ 0.f, 0.0150057f, 0.0239478f, 0.0315227f,
+ 0.0383427f, 0.0446605f, 0.0506115f, 0.0562786f,
+ 0.0617174f, 0.0669672f, 0.0720573f, 0.0770099f,
+ 0.081843f, 0.0865705f, 0.0912043f, 0.0957541f,
+ 0.100228f, 0.104633f, 0.108976f, 0.113261f,
+ 0.117493f, 0.121676f, 0.125814f, 0.12991f,
+ 0.133967f, 0.137987f, 0.141974f, 0.145929f,
+ 0.149853f, 0.15375f, 0.15762f, 0.161466f,
+ 0.165287f, 0.169087f, 0.172866f, 0.176625f,
+ 0.180365f, 0.184088f, 0.187794f, 0.191483f,
+ 0.195158f, 0.198819f, 0.202466f, 0.2061f,
+ 0.209722f, 0.213332f, 0.216932f, 0.220521f,
+ 0.2241f, 0.22767f, 0.231231f, 0.234783f,
+ 0.238328f, 0.241865f, 0.245395f, 0.248918f,
+ 0.252435f, 0.255947f, 0.259452f, 0.262952f,
+ 0.266448f, 0.269939f, 0.273425f, 0.276908f,
+ 0.280386f, 0.283862f, 0.287334f, 0.290803f,
+ 0.29427f, 0.297734f, 0.301197f, 0.304657f,
+ 0.308115f, 0.311573f, 0.315028f, 0.318483f,
+ 0.321937f, 0.32539f, 0.328843f, 0.332296f,
+ 0.335749f, 0.339201f, 0.342654f, 0.346108f,
+ 0.349562f, 0.353017f, 0.356473f, 0.35993f,
+ 0.363389f, 0.366849f, 0.37031f, 0.373774f,
+ 0.377239f, 0.380706f, 0.384176f, 0.387648f,
+ 0.391123f, 0.3946f, 0.39808f, 0.401563f,
+ 0.405049f, 0.408539f, 0.412032f, 0.415528f,
+ 0.419028f, 0.422531f, 0.426039f, 0.429551f,
+ 0.433066f, 0.436586f, 0.440111f, 0.44364f,
+ 0.447173f, 0.450712f, 0.454255f, 0.457803f,
+ 0.461356f, 0.464915f, 0.468479f, 0.472049f,
+ 0.475624f, 0.479205f, 0.482792f, 0.486384f,
+ 0.489983f, 0.493588f, 0.4972f, 0.500818f,
+ 0.504442f, 0.508073f, 0.511711f, 0.515356f,
+ 0.519008f, 0.522667f, 0.526334f, 0.530008f,
+ 0.533689f, 0.537378f, 0.541075f, 0.54478f,
+ 0.548492f, 0.552213f, 0.555942f, 0.55968f,
+ 0.563425f, 0.56718f, 0.570943f, 0.574715f,
+ 0.578497f, 0.582287f, 0.586086f, 0.589895f,
+ 0.593713f, 0.597541f, 0.601379f, 0.605227f,
+ 0.609084f, 0.612952f, 0.61683f, 0.620718f,
+ 0.624617f, 0.628526f, 0.632447f, 0.636378f,
+ 0.64032f, 0.644274f, 0.648239f, 0.652215f,
+ 0.656203f, 0.660203f, 0.664215f, 0.668238f,
+ 0.672274f, 0.676323f, 0.680384f, 0.684457f,
+ 0.688543f, 0.692643f, 0.696755f, 0.700881f,
+ 0.70502f, 0.709172f, 0.713339f, 0.717519f,
+ 0.721714f, 0.725922f, 0.730145f, 0.734383f,
+ 0.738636f, 0.742903f, 0.747185f, 0.751483f,
+ 0.755796f, 0.760125f, 0.76447f, 0.768831f,
+ 0.773208f, 0.777601f, 0.782011f, 0.786438f,
+ 0.790882f, 0.795343f, 0.799821f, 0.804318f,
+ 0.808831f, 0.813363f, 0.817913f, 0.822482f,
+ 0.827069f, 0.831676f, 0.836301f, 0.840946f,
+ 0.84561f, 0.850295f, 0.854999f, 0.859724f,
+ 0.864469f, 0.869235f, 0.874022f, 0.878831f,
+ 0.883661f, 0.888513f, 0.893387f, 0.898284f,
+ 0.903204f, 0.908146f, 0.913112f, 0.918101f,
+ 0.923114f, 0.928152f, 0.933214f, 0.938301f,
+ 0.943413f, 0.94855f, 0.953713f, 0.958903f,
+ 0.964119f, 0.969361f, 0.974631f, 0.979929f,
+ 0.985254f, 0.990608f, 0.99599f, 1.0014f,
+ 1.00684f, 1.01231f, 1.01781f, 1.02335f,
+ 1.02891f, 1.0345f, 1.04013f, 1.04579f,
+ 1.05148f, 1.05721f, 1.06296f, 1.06876f,
+ 1.07459f, 1.08045f, 1.08635f, 1.09228f,
+ 1.09826f, 1.10427f, 1.11032f, 1.1164f,
+ 1.12253f, 1.1287f, 1.1349f, 1.14115f,
+ 1.14744f, 1.15377f, 1.16015f, 1.16656f,
+ 1.17303f, 1.17954f, 1.18609f, 1.19269f,
+ 1.19934f, 1.20603f, 1.21278f, 1.21958f,
+ 1.22642f, 1.23332f, 1.24027f, 1.24727f,
+ 1.25433f, 1.26144f, 1.26861f, 1.27584f,
+ 1.28312f, 1.29047f, 1.29787f, 1.30534f,
+ 1.31287f, 1.32046f, 1.32812f, 1.33585f,
+ 1.34364f, 1.3515f, 1.35943f, 1.36744f,
+ 1.37551f, 1.38367f, 1.39189f, 1.4002f,
+ 1.40859f, 1.41705f, 1.42561f, 1.43424f,
+ 1.44296f, 1.45177f, 1.46068f, 1.46967f,
+ 1.47876f, 1.48795f, 1.49723f, 1.50662f,
+ 1.51611f, 1.52571f, 1.53541f, 1.54523f,
+ 1.55517f, 1.56522f, 1.57539f, 1.58568f,
+ 1.59611f, 1.60666f, 1.61735f, 1.62817f,
+ 1.63914f, 1.65025f, 1.66152f, 1.67293f,
+ 1.68451f, 1.69625f, 1.70815f, 1.72023f,
+ 1.73249f, 1.74494f, 1.75757f, 1.77041f,
+ 1.78344f, 1.79669f, 1.81016f, 1.82385f,
+ 1.83777f, 1.85194f, 1.86635f, 1.88103f,
+ 1.89598f, 1.91121f, 1.92674f, 1.94257f,
+ 1.95871f, 1.97519f, 1.99201f, 2.0092f,
+ 2.02676f, 2.04471f, 2.06309f, 2.08189f,
+ 2.10115f, 2.12089f, 2.14114f, 2.16192f,
+ 2.18326f, 2.2052f, 2.22777f, 2.25101f,
+ 2.27496f, 2.29966f, 2.32518f, 2.35156f,
+ 2.37886f, 2.40717f, 2.43655f, 2.46709f,
+ 2.49889f, 2.53206f, 2.56673f, 2.60305f,
+ 2.64117f, 2.6813f, 2.72367f, 2.76854f,
+ 2.81623f, 2.86714f, 2.92173f, 2.98059f,
+ 3.04446f, 3.1143f, 3.19135f, 3.27731f,
+ 3.37455f, 3.48653f, 3.61862f, 3.77982f,
+ 3.98692f, 4.2776f, 4.77167f, 133.333f
+};
+
+struct MSCRNode;
+
+struct TempMSCR
+{
+ MSCRNode* head;
+ MSCRNode* tail;
+ double m; // the margin used to prune area later
+ int size;
+};
+
+struct MSCRNode
+{
+ MSCRNode* shortcut;
+ // to make the finding of root less painful
+ MSCRNode* prev;
+ MSCRNode* next;
+ // a point double-linked list
+ TempMSCR* tmsr;
+ // the temporary msr (set to NULL at every re-initialise)
+ TempMSCR* gmsr;
+ // the global msr (once set, never to NULL)
+ int index;
+ // the index of the node, at this point, it should be x at the first 16-bits, and y at the last 16-bits.
+ int rank;
+ int reinit;
+ int size, sizei;
+ double dt, di;
+ double s;
+};
+
+struct MSCREdge
+{
+ double chi;
+ MSCRNode* left;
+ MSCRNode* right;
+};
+
+static double ChiSquaredDistance( uchar* x, uchar* y )
+{
+ return (double)((x[0]-y[0])*(x[0]-y[0]))/(double)(x[0]+y[0]+1e-10)+
+ (double)((x[1]-y[1])*(x[1]-y[1]))/(double)(x[1]+y[1]+1e-10)+
+ (double)((x[2]-y[2])*(x[2]-y[2]))/(double)(x[2]+y[2]+1e-10);
+}
+
+static void initMSCRNode( MSCRNode* node )
+{
+ node->gmsr = node->tmsr = NULL;
+ node->reinit = 0xffff;
+ node->rank = 0;
+ node->sizei = node->size = 1;
+ node->prev = node->next = node->shortcut = node;
+}
+
+// the preprocess to get the edge list with proper gaussian blur
+static int preprocessMSER_8UC3( MSCRNode* node,
+ MSCREdge* edge,
+ double* total,
+ CvMat* src,
+ CvMat* mask,
+ CvMat* dx,
+ CvMat* dy,
+ int Ne,
+ int edgeBlurSize )
+{
+ int srccpt = src->step-src->cols*3;
+ uchar* srcptr = src->data.ptr;
+ uchar* lastptr = src->data.ptr+3;
+ double* dxptr = dx->data.db;
+ for ( int i = 0; i < src->rows; i++ )
+ {
+ for ( int j = 0; j < src->cols-1; j++ )
+ {
+ *dxptr = ChiSquaredDistance( srcptr, lastptr );
+ dxptr++;
+ srcptr += 3;
+ lastptr += 3;
+ }
+ srcptr += srccpt+3;
+ lastptr += srccpt+3;
+ }
+ srcptr = src->data.ptr;
+ lastptr = src->data.ptr+src->step;
+ double* dyptr = dy->data.db;
+ for ( int i = 0; i < src->rows-1; i++ )
+ {
+ for ( int j = 0; j < src->cols; j++ )
+ {
+ *dyptr = ChiSquaredDistance( srcptr, lastptr );
+ dyptr++;
+ srcptr += 3;
+ lastptr += 3;
+ }
+ srcptr += srccpt;
+ lastptr += srccpt;
+ }
+ // get dx and dy and blur it
+ if ( edgeBlurSize >= 1 )
+ {
+ Mat _dx(dx->rows, dx->cols, dx->type, dx->data.ptr, dx->step);
+ Mat _dy(dy->rows, dy->cols, dy->type, dy->data.ptr, dy->step);
+ GaussianBlur( _dx, _dx, Size(edgeBlurSize, edgeBlurSize), 0 );
+ GaussianBlur( _dy, _dy, Size(edgeBlurSize, edgeBlurSize), 0 );
+ }
+ dxptr = dx->data.db;
+ dyptr = dy->data.db;
+ // assian dx, dy to proper edge list and initialize mscr node
+ // the nasty code here intended to avoid extra loops
+ if ( mask )
+ {
+ Ne = 0;
+ int maskcpt = mask->step-mask->cols+1;
+ uchar* maskptr = mask->data.ptr;
+ MSCRNode* nodeptr = node;
+ initMSCRNode( nodeptr );
+ nodeptr->index = 0;
+ *total += edge->chi = *dxptr;
+ if ( maskptr[0] && maskptr[1] )
+ {
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ Ne++;
+ }
+ dxptr++;
+ nodeptr++;
+ maskptr++;
+ for ( int i = 1; i < src->cols-1; i++ )
+ {
+ initMSCRNode( nodeptr );
+ nodeptr->index = i;
+ if ( maskptr[0] && maskptr[1] )
+ {
+ *total += edge->chi = *dxptr;
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ Ne++;
+ }
+ dxptr++;
+ nodeptr++;
+ maskptr++;
+ }
+ initMSCRNode( nodeptr );
+ nodeptr->index = src->cols-1;
+ nodeptr++;
+ maskptr += maskcpt;
+ for ( int i = 1; i < src->rows-1; i++ )
+ {
+ initMSCRNode( nodeptr );
+ nodeptr->index = i<<16;
+ if ( maskptr[0] )
+ {
+ if ( maskptr[-mask->step] )
+ {
+ *total += edge->chi = *dyptr;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ edge++;
+ Ne++;
+ }
+ if ( maskptr[1] )
+ {
+ *total += edge->chi = *dxptr;
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ Ne++;
+ }
+ }
+ dyptr++;
+ dxptr++;
+ nodeptr++;
+ maskptr++;
+ for ( int j = 1; j < src->cols-1; j++ )
+ {
+ initMSCRNode( nodeptr );
+ nodeptr->index = (i<<16)|j;
+ if ( maskptr[0] )
+ {
+ if ( maskptr[-mask->step] )
+ {
+ *total += edge->chi = *dyptr;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ edge++;
+ Ne++;
+ }
+ if ( maskptr[1] )
+ {
+ *total += edge->chi = *dxptr;
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ Ne++;
+ }
+ }
+ dyptr++;
+ dxptr++;
+ nodeptr++;
+ maskptr++;
+ }
+ initMSCRNode( nodeptr );
+ nodeptr->index = (i<<16)|(src->cols-1);
+ if ( maskptr[0] && maskptr[-mask->step] )
+ {
+ *total += edge->chi = *dyptr;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ edge++;
+ Ne++;
+ }
+ dyptr++;
+ nodeptr++;
+ maskptr += maskcpt;
+ }
+ initMSCRNode( nodeptr );
+ nodeptr->index = (src->rows-1)<<16;
+ if ( maskptr[0] )
+ {
+ if ( maskptr[1] )
+ {
+ *total += edge->chi = *dxptr;
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ Ne++;
+ }
+ if ( maskptr[-mask->step] )
+ {
+ *total += edge->chi = *dyptr;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ edge++;
+ Ne++;
+ }
+ }
+ dxptr++;
+ dyptr++;
+ nodeptr++;
+ maskptr++;
+ for ( int i = 1; i < src->cols-1; i++ )
+ {
+ initMSCRNode( nodeptr );
+ nodeptr->index = ((src->rows-1)<<16)|i;
+ if ( maskptr[0] )
+ {
+ if ( maskptr[1] )
+ {
+ *total += edge->chi = *dxptr;
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ Ne++;
+ }
+ if ( maskptr[-mask->step] )
+ {
+ *total += edge->chi = *dyptr;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ edge++;
+ Ne++;
+ }
+ }
+ dxptr++;
+ dyptr++;
+ nodeptr++;
+ maskptr++;
+ }
+ initMSCRNode( nodeptr );
+ nodeptr->index = ((src->rows-1)<<16)|(src->cols-1);
+ if ( maskptr[0] && maskptr[-mask->step] )
+ {
+ *total += edge->chi = *dyptr;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ Ne++;
+ }
+ } else {
+ MSCRNode* nodeptr = node;
+ initMSCRNode( nodeptr );
+ nodeptr->index = 0;
+ *total += edge->chi = *dxptr;
+ dxptr++;
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ nodeptr++;
+ for ( int i = 1; i < src->cols-1; i++ )
+ {
+ initMSCRNode( nodeptr );
+ nodeptr->index = i;
+ *total += edge->chi = *dxptr;
+ dxptr++;
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ nodeptr++;
+ }
+ initMSCRNode( nodeptr );
+ nodeptr->index = src->cols-1;
+ nodeptr++;
+ for ( int i = 1; i < src->rows-1; i++ )
+ {
+ initMSCRNode( nodeptr );
+ nodeptr->index = i<<16;
+ *total += edge->chi = *dyptr;
+ dyptr++;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ edge++;
+ *total += edge->chi = *dxptr;
+ dxptr++;
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ nodeptr++;
+ for ( int j = 1; j < src->cols-1; j++ )
+ {
+ initMSCRNode( nodeptr );
+ nodeptr->index = (i<<16)|j;
+ *total += edge->chi = *dyptr;
+ dyptr++;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ edge++;
+ *total += edge->chi = *dxptr;
+ dxptr++;
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ nodeptr++;
+ }
+ initMSCRNode( nodeptr );
+ nodeptr->index = (i<<16)|(src->cols-1);
+ *total += edge->chi = *dyptr;
+ dyptr++;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ edge++;
+ nodeptr++;
+ }
+ initMSCRNode( nodeptr );
+ nodeptr->index = (src->rows-1)<<16;
+ *total += edge->chi = *dxptr;
+ dxptr++;
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ *total += edge->chi = *dyptr;
+ dyptr++;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ edge++;
+ nodeptr++;
+ for ( int i = 1; i < src->cols-1; i++ )
+ {
+ initMSCRNode( nodeptr );
+ nodeptr->index = ((src->rows-1)<<16)|i;
+ *total += edge->chi = *dxptr;
+ dxptr++;
+ edge->left = nodeptr;
+ edge->right = nodeptr+1;
+ edge++;
+ *total += edge->chi = *dyptr;
+ dyptr++;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ edge++;
+ nodeptr++;
+ }
+ initMSCRNode( nodeptr );
+ nodeptr->index = ((src->rows-1)<<16)|(src->cols-1);
+ *total += edge->chi = *dyptr;
+ edge->left = nodeptr-src->cols;
+ edge->right = nodeptr;
+ }
+ return Ne;
+}
+
+class LessThanEdge
+{
+public:
+ bool operator()(const MSCREdge& a, const MSCREdge& b) const { return a.chi < b.chi; }
+};
+
+// to find the root of one region
+static MSCRNode* findMSCR( MSCRNode* x )
+{
+ MSCRNode* prev = x;
+ MSCRNode* next;
+ for ( ; ; )
+ {
+ next = x->shortcut;
+ x->shortcut = prev;
+ if ( next == x ) break;
+ prev= x;
+ x = next;
+ }
+ MSCRNode* root = x;
+ for ( ; ; )
+ {
+ prev = x->shortcut;
+ x->shortcut = root;
+ if ( prev == x ) break;
+ x = prev;
+ }
+ return root;
+}
+
+struct MSERParams
+{
+ MSERParams( int _delta=5, int _min_area=60, int _max_area=14400,
+ double _max_variation=0.25, double _min_diversity=.2,
+ int _max_evolution=200, double _area_threshold=1.01,
+ double _min_margin=0.003, int _edge_blur_size=5 )
+ {
+ delta = _delta;
+ minArea = _min_area;
+ maxArea = _max_area;
+ maxVariation = _max_variation;
+ minDiversity = _min_diversity;
+ maxEvolution = _max_evolution;
+ areaThreshold = _area_threshold;
+ minMargin = _min_margin;
+ edgeBlurSize = _edge_blur_size;
+ }
+
+ int delta;
+ int minArea;
+ int maxArea;
+ double maxVariation;
+ double minDiversity;
+ int maxEvolution;
+ double areaThreshold;
+ double minMargin;
+ int edgeBlurSize;
+};
+
+// the stable mscr should be:
+// bigger than minArea and smaller than maxArea
+// differ from its ancestor more than minDiversity
+static bool MSCRStableCheck( MSCRNode* x, MSERParams params )
+{
+ if ( x->size <= params.minArea || x->size >= params.maxArea )
+ return 0;
+ if ( x->gmsr == NULL )
+ return 1;
+ double div = (double)(x->size-x->gmsr->size)/(double)x->size;
+ return div > params.minDiversity;
+}
+
+static void
+extractMSER_8UC3( CvMat* src,
+ CvMat* mask,
+ vector<vector<Point> >& msers,
+ MSERParams params )
+{
+ msers.clear();
+ MSCRNode* map = (MSCRNode*)cvAlloc( src->cols*src->rows*sizeof(map[0]) );
+ int Ne = src->cols*src->rows*2-src->cols-src->rows;
+ MSCREdge* edge = (MSCREdge*)cvAlloc( Ne*sizeof(edge[0]) );
+ TempMSCR* mscr = (TempMSCR*)cvAlloc( src->cols*src->rows*sizeof(mscr[0]) );
+ double emean = 0;
+ CvMat* dx = cvCreateMat( src->rows, src->cols-1, CV_64FC1 );
+ CvMat* dy = cvCreateMat( src->rows-1, src->cols, CV_64FC1 );
+ Ne = preprocessMSER_8UC3( map, edge, &emean, src, mask, dx, dy, Ne, params.edgeBlurSize );
+ emean = emean / (double)Ne;
+ std::sort(edge, edge + Ne, LessThanEdge());
+ MSCREdge* edge_ub = edge+Ne;
+ MSCREdge* edgeptr = edge;
+ TempMSCR* mscrptr = mscr;
+ // the evolution process
+ for ( int i = 0; i < params.maxEvolution; i++ )
+ {
+ double k = (double)i/(double)params.maxEvolution*(TABLE_SIZE-1);
+ int ti = cvFloor(k);
+ double reminder = k-ti;
+ double thres = emean*(chitab3[ti]*(1-reminder)+chitab3[ti+1]*reminder);
+ // to process all the edges in the list that chi < thres
+ while ( edgeptr < edge_ub && edgeptr->chi < thres )
+ {
+ MSCRNode* lr = findMSCR( edgeptr->left );
+ MSCRNode* rr = findMSCR( edgeptr->right );
+ // get the region root (who is responsible)
+ if ( lr != rr )
+ {
+ // rank idea take from: N-tree Disjoint-Set Forests for Maximally Stable Extremal Regions
+ if ( rr->rank > lr->rank )
+ {
+ MSCRNode* tmp;
+ CV_SWAP( lr, rr, tmp );
+ } else if ( lr->rank == rr->rank ) {
+ // at the same rank, we will compare the size
+ if ( lr->size > rr->size )
+ {
+ MSCRNode* tmp;
+ CV_SWAP( lr, rr, tmp );
+ }
+ lr->rank++;
+ }
+ rr->shortcut = lr;
+ lr->size += rr->size;
+ // join rr to the end of list lr (lr is a endless double-linked list)
+ lr->prev->next = rr;
+ lr->prev = rr->prev;
+ rr->prev->next = lr;
+ rr->prev = lr;
+ // area threshold force to reinitialize
+ if ( lr->size > (lr->size-rr->size)*params.areaThreshold )
+ {
+ lr->sizei = lr->size;
+ lr->reinit = i;
+ if ( lr->tmsr != NULL )
+ {
+ lr->tmsr->m = lr->dt-lr->di;
+ lr->tmsr = NULL;
+ }
+ lr->di = edgeptr->chi;
+ lr->s = 1e10;
+ }
+ lr->dt = edgeptr->chi;
+ if ( i > lr->reinit )
+ {
+ double s = (double)(lr->size-lr->sizei)/(lr->dt-lr->di);
+ if ( s < lr->s )
+ {
+ // skip the first one and check stablity
+ if ( i > lr->reinit+1 && MSCRStableCheck( lr, params ) )
+ {
+ if ( lr->tmsr == NULL )
+ {
+ lr->gmsr = lr->tmsr = mscrptr;
+ mscrptr++;
+ }
+ lr->tmsr->size = lr->size;
+ lr->tmsr->head = lr;
+ lr->tmsr->tail = lr->prev;
+ lr->tmsr->m = 0;
+ }
+ lr->s = s;
+ }
+ }
+ }
+ edgeptr++;
+ }
+ if ( edgeptr >= edge_ub )
+ break;
+ }
+ for ( TempMSCR* ptr = mscr; ptr < mscrptr; ptr++ )
+ // to prune area with margin less than minMargin
+ if ( ptr->m > params.minMargin )
+ {
+ vector<Point> mser;
+ MSCRNode* lpt = ptr->head;
+ for ( int i = 0; i < ptr->size; i++ )
+ {
+ Point pt;
+ pt.x = (lpt->index)&0xffff;
+ pt.y = (lpt->index)>>16;
+ lpt = lpt->next;
+ mser.push_back(pt);
+ }
+ msers.push_back(mser);
+ }
+ cvReleaseMat( &dx );
+ cvReleaseMat( &dy );
+ cvFree( &mscr );
+ cvFree( &edge );
+ cvFree( &map );
+}
+
/****************************************************************************************\
* Test for KeyPoint *
\****************************************************************************************/
}
vector<KeyPoint> keypoints;
+ vector<vector<Point> > msers;
+ CvMat src = image;
+
+ extractMSER_8UC3( &src, 0, msers, MSERParams());
+
detector->detect(image, keypoints);
if(keypoints.empty())