1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206
|
#include "filter_cluster.h"
#include "utils.h" // for on_grid(...)
typedef STD_list<unsigned int> Cluster;
typedef STD_list<Cluster> ClusterList;
typedef STD_vector<TinyVector<int,3> > NextNeighbours;
typedef STD_list<TinyVector<int,3> > ToDoList;
/////////////////////////////////////////////////////////////////////
void print_clusterlist(const ClusterList& clustelist) {
Log<Filter> odinlog("","print_clusterlist");
unsigned int i=0;
for(ClusterList::const_iterator it=clustelist.begin(); it!=clustelist.end(); ++it) {
ODINLOG(odinlog,normalDebug) << i << " : ";
for(Cluster::const_iterator it2=it->begin(); it2!=it->end(); ++it2) {
ODINLOG(odinlog,normalDebug) << *it2 << " ";
}
ODINLOG(odinlog,normalDebug) << STD_endl;
i++;
}
}
/////////////////////////////////////////////////////////////////////
bool FilterCluster::process(Data<float,4>& data, Protocol& prot) const {
Log<Filter> odinlog(c_label(),"process");
Range all=Range::all();
TinyVector<int,4> shape=data.shape();
TinyVector<int,3> spatshape(shape(sliceDim), shape(phaseDim), shape(readDim));
ODINLOG(odinlog,normalDebug) << "shape=" << shape << STD_endl;
Data<unsigned int, 3> indexarray(spatshape); // linear index in every voxel
for(unsigned int i=0; i<indexarray.size(); i++) {
TinyVector<int,3> index=indexarray.create_index(i);
indexarray(index)=i;
}
NextNeighbours next_neighb;
int n=1;
for(int k=-n; k<=n; k++) {
for(int j=-n; j<=n; j++) {
for(int i=-n; i<=n; i++) {
int abssum=abs(i)+abs(j)+abs(k);
if(abssum<=1) { // only adjacent voxels (with surface-to-surface contact)
next_neighb.push_back(TinyVector<int,3>( k, j, i));
}
}
}
}
unsigned int nn=next_neighb.size();
Data<float,4> outdata(shape);
outdata=0.0;
for(int irep=0; irep<shape(timeDim); irep++) {
ClusterList clusterlist;
Data<float,3> voldata(spatshape);
voldata(all,all,all)=data(irep,all,all,all);
Data<bool,3> done(spatshape);
done=false;
ToDoList todo;
TinyVector<int,3> seedindex;
TinyVector<int,3> centerindex;
TinyVector<int,3> neighbindex;
for(unsigned int i=0; i<voldata.size(); i++) {
seedindex=voldata.create_index(i);
if(voldata(seedindex)>0.0 && !done(seedindex)) {
todo.push_back(seedindex);
Cluster indexlist;
while(todo.size()) {
ToDoList nexttodo;
for(ToDoList::iterator it=todo.begin(); it!=todo.end(); ++it) {
centerindex=(*it);
indexlist.push_back(indexarray(centerindex));
// find next neighbours
for(unsigned int in=0; in<nn; in++) {
neighbindex=centerindex+next_neighb[in];
if(on_grid<3>(spatshape, neighbindex)) {
if(voldata(neighbindex)>0.0 && !done(neighbindex)) {
nexttodo.push_back(neighbindex);
done(neighbindex)=true;
}
}
}
}
todo=nexttodo;
ODINLOG(odinlog,normalDebug) << "todo.size=" << todo.size() << STD_endl;
}
clusterlist.push_back(indexlist); // add new cluster
}
}
// print_clusterlist(clusterlist);
bool cont=true;
int nclusters=clusterlist.size();
while(cont) {
ODINLOG(odinlog,normalDebug) << nclusters << " clusters" << STD_endl;
cont=false;
for(ClusterList::iterator it=clusterlist.begin(); it!=clusterlist.end(); ++it) {
// sort and make unique before going through the elements
it->sort();
it->unique();
ODINLOG(odinlog,normalDebug) << "clustersize=" << it->size() << STD_endl;
for(Cluster::const_iterator it2=it->begin(); it2!=it->end(); ++it2) {
unsigned int i=*it2; // find this index in following clusters
ODINLOG(odinlog,normalDebug) << "finding index " << i << STD_endl;
ClusterList::iterator nextcluster=it; ++nextcluster;
for(ClusterList::iterator itf=nextcluster; itf!=clusterlist.end(); ++itf) {
if(itf->size()) { // skip empty clusters
bool found_in_cluster=false;
for(Cluster::const_iterator it3=itf->begin(); it3!=itf->end(); ++it3) {
if(i==(*it3)) {
found_in_cluster=true;
break;
}
}
if(found_in_cluster) {
it->merge(*itf); // sort into list, itf will be emptied
it->unique();
cont=true; // reiterating clustering while no mergers left
nclusters--;
ODINLOG(odinlog,normalDebug) << "found " << i << " ..." << STD_endl;
} else {
ODINLOG(odinlog,normalDebug) << "not found " << i << " ..." << STD_endl;
}
}
}
}
}
}
ClusterList clusterlist_sort;
for(ClusterList::iterator it=clusterlist.begin(); it!=clusterlist.end(); ++it) {
if(it->size()) {
Cluster indexlist;
indexlist.push_back(it->size()); // store size of cluster as first element for sorting
for(Cluster::const_iterator it2=it->begin(); it2!=it->end(); ++it2) {
indexlist.push_back(*it2);
}
clusterlist_sort.push_back(indexlist);
}
}
clusterlist_sort.sort();
// print_clusterlist(clusterlist_sort);
unsigned int ncluster=clusterlist_sort.size();
unsigned int iclust=0;
for(ClusterList::iterator it=clusterlist_sort.begin(); it!=clusterlist_sort.end(); ++it) {
for(Cluster::const_iterator it2=it->begin(); it2!=it->end(); ++it2) {
if(it2!=it->begin()) { // omit 1st element which contains list size
TinyVector<int,3> spatindex=voldata.create_index(*it2);
outdata(irep,spatindex(0),spatindex(1),spatindex(2))=ncluster-iclust;
}
}
iclust++;
}
}
data.reference(outdata);
return true;
}
|