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Commit 255e2f9f authored by bepi's avatar bepi
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add the functions and modified the codes

added the relevant functions and modified the codes accordingly
parent 50745f15
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with 2266 additions and 19 deletions
close all close all
clear clear
addpath(genpath('../Functions')) addpath(genpath('./Functions'))
%% Defaults %% Defaults
Data_path = '..\..\..\..\..\..\LINX FP08.001\Activity 7 - bending - visualizations and tiff stacks\mat_file\'; % if you know the path otherwise choose the path using the
answer = questdlg('Write data path or browse to the data folder?', 'Data Path','Write','Browse','Browse');
switch answer
case 'Write'
Data_path = '..\..\..\HCP Anywhere\LINX FP08.001\Activity 7 - bending - visualizations and tiff stacks\mat_file\';
case 'Browse'
Data_path = uigetdir;
Data_path = fullfile(Data_path,'\');
fprintf('Data Path: %s \n', Data_path)
end
samples = {'out_out_CD','out_out_MD','in_in_CD','in_in_MD'}; samples = {'out_out_CD','out_out_MD','in_in_CD','in_in_MD'};
degree = {'0','45','90','180'}; degree = {'0','45','90','180'};
layer_name = {'outer','inner'}; layer_name = {'outer','inner'};
...@@ -12,12 +22,17 @@ layer_name = {'outer','inner'}; ...@@ -12,12 +22,17 @@ layer_name = {'outer','inner'};
%% extract poitns for the pipeline %% extract poitns for the pipeline
clc clc
flag_points = 0; % 1 if no point has been extracted and first time use of the code flag_points = 1; % 1 if no point has been extracted and first time use of the code
flag_save = 0; % 0: to not save the results; 1: to save the results
answer = inputdlg('Contrast Enhansed value:','Contrast',[1 50],{'.7 1.5'}); % this is default based on the data scanned at DTU
ce = str2num(answer{1});
if flag_points if flag_points
for i = 1 for i = 1
sample = samples{i}; sample = samples{i};
for j = 1:4 for j = 1
dg = degree{j}; dg = degree{j};
%% load data %% load data
...@@ -35,7 +50,7 @@ clearvars -except Data_path samples degree layer_name ...@@ -35,7 +50,7 @@ clearvars -except Data_path samples degree layer_name
clc clc
answer = questdlg('Do you want to enhance the contrast? ','Contrast:','No','Yes','No'); answer = questdlg('Do you want to enhance the contrast? ','Contrast:','No','Yes','No');
for i = 1 for i = 1:4
sample = samples{i}; sample = samples{i};
for j = 1:4 for j = 1:4
%% load data %% load data
...@@ -67,40 +82,48 @@ for i = 1 ...@@ -67,40 +82,48 @@ for i = 1
range = 20:-1:-20; range = 20:-1:-20;
end end
end end
flag_save = 1;
flag_fig = 0; % if you want to check the results
LayerDetection LayerDetection
end end
%% measure %% measure
disp('Measure ...') disp('Measure ...')
flag_save = 1;
PrepMeasure PrepMeasure
%% registration %% registration
disp('Registration ...') disp('Registration ...')
flag_save = 1;
PrepRegistration PrepRegistration
end end
end end
%% visualize the measure %% visualize the measure
for i = 1%:4 for i = 1:4
flag_save = 1;
Measure Measure
end end
close all close all
%% apply the registration %% apply the registration
for i = 1%:4 for i = 1:4
flag_save = 1;
Registration Registration
end end
close all close all
%% apply the alignment and transformation %% apply the alignment and transformation
for i = 1%:4 for i = 1:4
flag_save = 1;
flag_fig = 1;
Transformation Transformation
end end
close all close all
%% convert the meshes %% convert the meshes
for i = 1%:4 for i = 1:4
Export2inp Export2inp
end end
close all close all
...@@ -3,8 +3,6 @@ ...@@ -3,8 +3,6 @@
samples = {'out_out_CD','out_out_MD','in_in_CD','in_in_MD'}; samples = {'out_out_CD','out_out_MD','in_in_CD','in_in_MD'};
degree = {'0','45','90','180'}; degree = {'0','45','90','180'};
flag_save = 1;
load_folder_layers = 'Results\layer\transfer\align_0dg_rest\'; load_folder_layers = 'Results\layer\transfer\align_0dg_rest\';
save_folder = 'Results\export\'; save_folder = 'Results\export\';
...@@ -29,7 +27,7 @@ end ...@@ -29,7 +27,7 @@ end
reshape(permute(aligned_inner_dg0(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])]; reshape(permute(aligned_inner_dg0(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])];
no = [(1:size(no,1))',no]; no = [(1:size(no,1))',no];
disp('Write mesh ...') disp('Write mesh inner 0 ...')
parfeval(@write_mesh,0,no,ele,[save_folder,'inner_',sample,'_0']); parfeval(@write_mesh,0,no,ele,[save_folder,'inner_',sample,'_0']);
no = [reshape(permute(aligned_outer_dg0(:,:,1,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1]), ... no = [reshape(permute(aligned_outer_dg0(:,:,1,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1]), ...
...@@ -37,7 +35,7 @@ end ...@@ -37,7 +35,7 @@ end
reshape(permute(aligned_outer_dg0(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])]; reshape(permute(aligned_outer_dg0(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])];
no = [(1:size(no,1))',no]; no = [(1:size(no,1))',no];
disp('Write mesh ...') disp('Write mesh outer 0 ...')
parfeval(@write_mesh,0,no,ele,[save_folder,'outer_',sample,'_0']); parfeval(@write_mesh,0,no,ele,[save_folder,'outer_',sample,'_0']);
% 45 % 45
...@@ -46,7 +44,7 @@ end ...@@ -46,7 +44,7 @@ end
reshape(permute(aligned_inner_dg45(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])]; reshape(permute(aligned_inner_dg45(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])];
no = [(1:size(no,1))',no]; no = [(1:size(no,1))',no];
disp('Write mesh ...') disp('Write mesh inner 45 ...')
parfeval(@write_mesh,0,no,ele,[save_folder,'inner_',sample,'_45']); parfeval(@write_mesh,0,no,ele,[save_folder,'inner_',sample,'_45']);
no = [reshape(permute(aligned_outer_dg45(:,:,1,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1]), ... no = [reshape(permute(aligned_outer_dg45(:,:,1,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1]), ...
...@@ -54,7 +52,7 @@ end ...@@ -54,7 +52,7 @@ end
reshape(permute(aligned_outer_dg45(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])]; reshape(permute(aligned_outer_dg45(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])];
no = [(1:size(no,1))',no]; no = [(1:size(no,1))',no];
disp('Write mesh ...') disp('Write mesh outer 45 ...')
parfeval(@write_mesh,0,no,ele,[save_folder,'outer_',sample,'_45']); parfeval(@write_mesh,0,no,ele,[save_folder,'outer_',sample,'_45']);
% 90 % 90
...@@ -63,7 +61,7 @@ end ...@@ -63,7 +61,7 @@ end
reshape(permute(aligned_inner_dg90(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])]; reshape(permute(aligned_inner_dg90(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])];
no = [(1:size(no,1))',no]; no = [(1:size(no,1))',no];
disp('Write mesh ...') disp('Write mesh inner 90 ...')
parfeval(@write_mesh,0,no,ele,[save_folder,'inner_',sample,'_90']); parfeval(@write_mesh,0,no,ele,[save_folder,'inner_',sample,'_90']);
no = [reshape(permute(aligned_outer_dg90(:,:,1,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1]), ... no = [reshape(permute(aligned_outer_dg90(:,:,1,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1]), ...
...@@ -71,7 +69,7 @@ end ...@@ -71,7 +69,7 @@ end
reshape(permute(aligned_outer_dg90(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])]; reshape(permute(aligned_outer_dg90(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])];
no = [(1:size(no,1))',no]; no = [(1:size(no,1))',no];
disp('Write mesh ...') disp('Write mesh outer 90 ...')
parfeval(@write_mesh,0,no,ele,[save_folder,'outer_',sample,'_90']); parfeval(@write_mesh,0,no,ele,[save_folder,'outer_',sample,'_90']);
% 180 % 180
...@@ -80,7 +78,7 @@ end ...@@ -80,7 +78,7 @@ end
reshape(permute(aligned_inner_dg180(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])]; reshape(permute(aligned_inner_dg180(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])];
no = [(1:size(no,1))',no]; no = [(1:size(no,1))',no];
disp('Write mesh ...') disp('Write mesh inner 180 ...')
parfeval(@write_mesh,0,no,ele,[save_folder,'inner_',sample,'_180']); parfeval(@write_mesh,0,no,ele,[save_folder,'inner_',sample,'_180']);
no = [reshape(permute(aligned_outer_dg180(:,:,1,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1]), ... no = [reshape(permute(aligned_outer_dg180(:,:,1,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1]), ...
...@@ -88,7 +86,7 @@ end ...@@ -88,7 +86,7 @@ end
reshape(permute(aligned_outer_dg180(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])]; reshape(permute(aligned_outer_dg180(:,:,3,:),[2,1,3,4]),[sz0(1)*sz0(2)*sz0(4),1])];
no = [(1:size(no,1))',no]; no = [(1:size(no,1))',no];
disp('Write mesh ...') disp('Write mesh outer 180 s...')
parfeval(@write_mesh,0,no,ele,[save_folder,'outer_',sample,'_180']); parfeval(@write_mesh,0,no,ele,[save_folder,'outer_',sample,'_180']);
%end %end
\ No newline at end of file
#include <math.h>
#include "mex.h"
#include "graph.h"
#include <vector>
void
mexFunction(int nout, mxArray *out[],
int nin, const mxArray *in[])
{
if (nin != 3)
mexErrMsgTxt("Three arguments are required (nNodes,TerminalWeights,EdgeWeights)") ;
if (nout > 2)
mexErrMsgTxt("Too many output arguments.");
int nNodes = (int) *mxGetPr(in[0]);
const int* twDim = mxGetDimensions(in[1]) ;
// mexPrintf("Dim is: %d\n", twDim[0]);
// mexPrintf("Dim is: %d\n", twDim[1]);
int twRows = twDim[0] ;
int twCols = twDim[1] ;
double* twPt = mxGetPr(in[1]) ;
if(twCols!=3)
mexErrMsgTxt("The Terminal Weight matix should have 3 columns, (Node,sink,source).");
const int* ewDim = mxGetDimensions(in[2]) ;
int ewRows = ewDim[0] ;
int ewCols = ewDim[1] ;
double* ewPt = mxGetPr(in[2]) ;
if(ewCols!=4)
mexErrMsgTxt("The Terminal Weight matix should have 4 columns, (From,To,Capacity,Rev_Capacity).");
typedef Graph<double,double,double> GraphType;
GraphType G(static_cast<int>(nNodes), static_cast<int>(ewRows+twRows));
G.add_node(nNodes);
for(int cTw=0;cTw<twRows;cTw++)
{
//Test for nodes in range
int node=(int)twPt[cTw]-1;
if(node<0 || node>=nNodes)
mexErrMsgTxt("index out of bounds in TerminalWeight Matrix.");
G.add_tweights(node,twPt[cTw+twRows],twPt[cTw+2*twRows]);
//mexPrintf("The loop for TerminalWeight is: %d\n", cTw);
}
// mexPrintf("ewRows is: %d\n", ewRows);
// mexEvalString("drawnow");
for(int cEw=0;cEw<ewRows;cEw++)
{
//Test for nodes in range
int From=(int)ewPt[cEw]-1;
int To=(int)ewPt[cEw+ewRows]-1;
if(From<0 || From>=nNodes)
mexErrMsgTxt("From index out of bounds in Edge Weight Matrix.");
if(To<0 || To>=nNodes)
mexErrMsgTxt("To index out of bounds in Edge Weight Matrix.");
G.add_edge(From,To,ewPt[cEw+2*ewRows],ewPt[cEw+3*ewRows]);
//mexPrintf("The loop for Edge Weight is: %d\n", cEw);
}
double flow=G.maxflow();
std::vector<int> SourceCut;
// mexPrintf("nNodes is: %d\n", nNodes);
// mexEvalString("drawnow");
for(int cNode=0;cNode<nNodes;cNode++)
{
if(G.what_segment(cNode)== GraphType::SOURCE)
SourceCut.push_back(cNode+1);
//mexPrintf("The loop for graph is: %d\n", cNode);
}
out[0] = mxCreateDoubleMatrix(SourceCut.size(), 1, mxREAL) ;
double* pOut=mxGetPr(out[0]);
std::vector<int>::const_iterator Itt(SourceCut.begin());
for(;Itt!=SourceCut.end();++Itt)
{
*pOut=*Itt;
++pOut;
//mexPrintf("The loop for pOut: %d\n", pOut);
}
if(nout==2)
{
out[1] = mxCreateDoubleMatrix(1, 1, mxREAL) ;
*mxGetPr(out[1])=flow;
}
}
\ No newline at end of file
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File added
File added
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/* block.h */
/*
Template classes Block and DBlock
Implement adding and deleting items of the same type in blocks.
If there there are many items then using Block or DBlock
is more efficient than using 'new' and 'delete' both in terms
of memory and time since
(1) On some systems there is some minimum amount of memory
that 'new' can allocate (e.g., 64), so if items are
small that a lot of memory is wasted.
(2) 'new' and 'delete' are designed for items of varying size.
If all items has the same size, then an algorithm for
adding and deleting can be made more efficient.
(3) All Block and DBlock functions are inline, so there are
no extra function calls.
Differences between Block and DBlock:
(1) DBlock allows both adding and deleting items,
whereas Block allows only adding items.
(2) Block has an additional operation of scanning
items added so far (in the order in which they were added).
(3) Block allows to allocate several consecutive
items at a time, whereas DBlock can add only a single item.
Note that no constructors or destructors are called for items.
Example usage for items of type 'MyType':
///////////////////////////////////////////////////
#include "block.h"
#define BLOCK_SIZE 1024
typedef struct { int a, b; } MyType;
MyType *ptr, *array[10000];
...
Block<MyType> *block = new Block<MyType>(BLOCK_SIZE);
// adding items
for (int i=0; i<sizeof(array); i++)
{
ptr = block -> New();
ptr -> a = ptr -> b = rand();
}
// reading items
for (ptr=block->ScanFirst(); ptr; ptr=block->ScanNext())
{
printf("%d %d\n", ptr->a, ptr->b);
}
delete block;
...
DBlock<MyType> *dblock = new DBlock<MyType>(BLOCK_SIZE);
// adding items
for (int i=0; i<sizeof(array); i++)
{
array[i] = dblock -> New();
}
// deleting items
for (int i=0; i<sizeof(array); i+=2)
{
dblock -> Delete(array[i]);
}
// adding items
for (int i=0; i<sizeof(array); i++)
{
array[i] = dblock -> New();
}
delete dblock;
///////////////////////////////////////////////////
Note that DBlock deletes items by marking them as
empty (i.e., by adding them to the list of free items),
so that this memory could be used for subsequently
added items. Thus, at each moment the memory allocated
is determined by the maximum number of items allocated
simultaneously at earlier moments. All memory is
deallocated only when the destructor is called.
*/
#ifndef __BLOCK_H__
#define __BLOCK_H__
#include <stdlib.h>
/***********************************************************************/
/***********************************************************************/
/***********************************************************************/
template <class Type> class Block
{
public:
/* Constructor. Arguments are the block size and
(optionally) the pointer to the function which
will be called if allocation failed; the message
passed to this function is "Not enough memory!" */
Block(int size, void (*err_function)(char *) = NULL) { first = last = NULL; block_size = size; error_function = err_function; }
/* Destructor. Deallocates all items added so far */
~Block() { while (first) { block *next = first -> next; delete first; first = next; } }
/* Allocates 'num' consecutive items; returns pointer
to the first item. 'num' cannot be greater than the
block size since items must fit in one block */
Type *New(int num = 1)
{
Type *t;
if (!last || last->current + num > last->last)
{
if (last && last->next) last = last -> next;
else
{
block *next = (block *) new char [sizeof(block) + (block_size-1)*sizeof(Type)];
if (!next) { if (error_function) (*error_function)("Not enough memory!"); exit(1); }
if (last) last -> next = next;
else first = next;
last = next;
last -> current = & ( last -> data[0] );
last -> last = last -> current + block_size;
last -> next = NULL;
}
}
t = last -> current;
last -> current += num;
return t;
}
/* Returns the first item (or NULL, if no items were added) */
Type *ScanFirst()
{
for (scan_current_block=first; scan_current_block; scan_current_block = scan_current_block->next)
{
scan_current_data = & ( scan_current_block -> data[0] );
if (scan_current_data < scan_current_block -> current) return scan_current_data ++;
}
return NULL;
}
/* Returns the next item (or NULL, if all items have been read)
Can be called only if previous ScanFirst() or ScanNext()
call returned not NULL. */
Type *ScanNext()
{
while (scan_current_data >= scan_current_block -> current)
{
scan_current_block = scan_current_block -> next;
if (!scan_current_block) return NULL;
scan_current_data = & ( scan_current_block -> data[0] );
}
return scan_current_data ++;
}
/* Marks all elements as empty */
void Reset()
{
block *b;
if (!first) return;
for (b=first; ; b=b->next)
{
b -> current = & ( b -> data[0] );
if (b == last) break;
}
last = first;
}
/***********************************************************************/
private:
typedef struct block_st
{
Type *current, *last;
struct block_st *next;
Type data[1];
} block;
int block_size;
block *first;
block *last;
block *scan_current_block;
Type *scan_current_data;
void (*error_function)(char *);
};
/***********************************************************************/
/***********************************************************************/
/***********************************************************************/
template <class Type> class DBlock
{
public:
/* Constructor. Arguments are the block size and
(optionally) the pointer to the function which
will be called if allocation failed; the message
passed to this function is "Not enough memory!" */
DBlock(int size, void (*err_function)(char *) = NULL) { first = NULL; first_free = NULL; block_size = size; error_function = err_function; }
/* Destructor. Deallocates all items added so far */
~DBlock() { while (first) { block *next = first -> next; delete first; first = next; } }
/* Allocates one item */
Type *New()
{
block_item *item;
if (!first_free)
{
block *next = first;
first = (block *) new char [sizeof(block) + (block_size-1)*sizeof(block_item)];
if (!first) { if (error_function) (*error_function)("Not enough memory!"); exit(1); }
first_free = & (first -> data[0] );
for (item=first_free; item<first_free+block_size-1; item++)
item -> next_free = item + 1;
item -> next_free = NULL;
first -> next = next;
}
item = first_free;
first_free = item -> next_free;
return (Type *) item;
}
/* Deletes an item allocated previously */
void Delete(Type *t)
{
((block_item *) t) -> next_free = first_free;
first_free = (block_item *) t;
}
/***********************************************************************/
private:
typedef union block_item_st
{
Type t;
block_item_st *next_free;
} block_item;
typedef struct block_st
{
struct block_st *next;
block_item data[1];
} block;
int block_size;
block *first;
block_item *first_free;
void (*error_function)(char *);
};
#endif
% compiling mex functions
% using libut makes it possible to use (ctrl + C) to stop C++ from inside
% MATLAB
mex -g -O LIBPATH="C:/Program Files/MATLAB/R2019b/extern/lib/win64/microsoft" -llibut -compatibleArrayDims GraphCutMex.cpp MaxFlow.cpp graph.cpp
mex -g -O -llibut -compatibleArrayDims GraphCutMex.cpp MaxFlow.cpp graph.cpp
/* graph.cpp */
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include "graph.h"
#include "instances.inc"
template <typename captype, typename tcaptype, typename flowtype>
Graph<captype, tcaptype, flowtype>::Graph(int node_num_max, int edge_num_max, void (*err_function)(char *))
: node_num(0),
nodeptr_block(NULL),
error_function(err_function)
{
if (node_num_max < 16) node_num_max = 16;
if (edge_num_max < 16) edge_num_max = 16;
nodes = (node*) malloc(node_num_max*sizeof(node));
arcs = (arc*) malloc(2*edge_num_max*sizeof(arc));
if (!nodes || !arcs) { if (error_function) (*error_function)("Not enough memory!"); exit(1); }
node_last = nodes;
node_max = nodes + node_num_max;
arc_last = arcs;
arc_max = arcs + 2*edge_num_max;
maxflow_iteration = 0;
flow = 0;
}
template <typename captype, typename tcaptype, typename flowtype>
Graph<captype,tcaptype,flowtype>::~Graph()
{
if (nodeptr_block)
{
delete nodeptr_block;
nodeptr_block = NULL;
}
free(nodes);
free(arcs);
}
template <typename captype, typename tcaptype, typename flowtype>
void Graph<captype,tcaptype,flowtype>::reset()
{
node_last = nodes;
arc_last = arcs;
node_num = 0;
if (nodeptr_block)
{
delete nodeptr_block;
nodeptr_block = NULL;
}
maxflow_iteration = 0;
flow = 0;
}
template <typename captype, typename tcaptype, typename flowtype>
void Graph<captype,tcaptype,flowtype>::reallocate_nodes(int num)
{
int node_num_max = (int)(node_max - nodes);
node* nodes_old = nodes;
node_num_max += node_num_max / 2;
if (node_num_max < node_num + num) node_num_max = node_num + num;
nodes = (node*) realloc(nodes_old, node_num_max*sizeof(node));
if (!nodes) { if (error_function) (*error_function)("Not enough memory!"); exit(1); }
node_last = nodes + node_num;
node_max = nodes + node_num_max;
if (nodes != nodes_old)
{
arc* a;
for (a=arcs; a<arc_last; a++)
{
a->head = (node*) ((char*)a->head + (((char*) nodes) - ((char*) nodes_old)));
}
}
}
template <typename captype, typename tcaptype, typename flowtype>
void Graph<captype,tcaptype,flowtype>::reallocate_arcs()
{
int arc_num_max = (int)(arc_max - arcs);
int arc_num = (int)(arc_last - arcs);
arc* arcs_old = arcs;
arc_num_max += arc_num_max / 2; if (arc_num_max & 1) arc_num_max ++;
arcs = (arc*) realloc(arcs_old, arc_num_max*sizeof(arc));
if (!arcs) { if (error_function) (*error_function)("Not enough memory!"); exit(1); }
arc_last = arcs + arc_num;
arc_max = arcs + arc_num_max;
if (arcs != arcs_old)
{
node* i;
arc* a;
for (i=nodes; i<node_last; i++)
{
if (i->first) i->first = (arc*) ((char*)i->first + (((char*) arcs) - ((char*) arcs_old)));
}
for (a=arcs; a<arc_last; a++)
{
if (a->next) a->next = (arc*) ((char*)a->next + (((char*) arcs) - ((char*) arcs_old)));
a->sister = (arc*) ((char*)a->sister + (((char*) arcs) - ((char*) arcs_old)));
}
}
}
/* graph.h */
/*
This software library implements the maxflow algorithm
described in
"An Experimental Comparison of Min-Cut/Max-Flow Algorithms for Energy Minimization in Vision."
Yuri Boykov and Vladimir Kolmogorov.
In IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI),
September 2004
This algorithm was developed by Yuri Boykov and Vladimir Kolmogorov
at Siemens Corporate Research. To make it available for public use,
it was later reimplemented by Vladimir Kolmogorov based on open publications.
If you use this software for research purposes, you should cite
the aforementioned paper in any resulting publication.
----------------------------------------------------------------------
REUSING TREES:
Starting with version 3.0, there is a also an option of reusing search
trees from one maxflow computation to the next, as described in
"Efficiently Solving Dynamic Markov Random Fields Using Graph Cuts."
Pushmeet Kohli and Philip H.S. Torr
International Conference on Computer Vision (ICCV), 2005
If you use this option, you should cite
the aforementioned paper in any resulting publication.
*/
/*
For description, license, example usage see README.TXT.
*/
#ifndef __GRAPH_H__
#define __GRAPH_H__
#include <string.h>
#include "block.h"
#include <assert.h>
// NOTE: in UNIX you need to use -DNDEBUG preprocessor option to supress assert's!!!
// captype: type of edge capacities (excluding t-links)
// tcaptype: type of t-links (edges between nodes and terminals)
// flowtype: type of total flow
//
// Current instantiations are in instances.inc
template <typename captype, typename tcaptype, typename flowtype> class Graph
{
public:
typedef enum
{
SOURCE = 0,
SINK = 1
} termtype; // terminals
typedef int node_id;
/////////////////////////////////////////////////////////////////////////
// BASIC INTERFACE FUNCTIONS //
// (should be enough for most applications) //
/////////////////////////////////////////////////////////////////////////
// Constructor.
// The first argument gives an estimate of the maximum number of nodes that can be added
// to the graph, and the second argument is an estimate of the maximum number of edges.
// The last (optional) argument is the pointer to the function which will be called
// if an error occurs; an error message is passed to this function.
// If this argument is omitted, exit(1) will be called.
//
// IMPORTANT: It is possible to add more nodes to the graph than node_num_max
// (and node_num_max can be zero). However, if the count is exceeded, then
// the internal memory is reallocated (increased by 50%) which is expensive.
// Also, temporarily the amount of allocated memory would be more than twice than needed.
// Similarly for edges.
// If you wish to avoid this overhead, you can download version 2.2, where nodes and edges are stored in blocks.
Graph(int node_num_max, int edge_num_max, void (*err_function)(char *) = NULL);
// Destructor
~Graph();
// Adds node(s) to the graph. By default, one node is added (num=1); then first call returns 0, second call returns 1, and so on.
// If num>1, then several nodes are added, and node_id of the first one is returned.
// IMPORTANT: see note about the constructor
node_id add_node(int num = 1);
// Adds a bidirectional edge between 'i' and 'j' with the weights 'cap' and 'rev_cap'.
// IMPORTANT: see note about the constructor
void add_edge(node_id i, node_id j, captype cap, captype rev_cap);
// Adds new edges 'SOURCE->i' and 'i->SINK' with corresponding weights.
// Can be called multiple times for each node.
// Weights can be negative.
// NOTE: the number of such edges is not counted in edge_num_max.
// No internal memory is allocated by this call.
void add_tweights(node_id i, tcaptype cap_source, tcaptype cap_sink);
// Computes the maxflow. Can be called several times.
// FOR DESCRIPTION OF reuse_trees, SEE mark_node().
// FOR DESCRIPTION OF changed_list, SEE remove_from_changed_list().
flowtype maxflow(bool reuse_trees = false, Block<node_id>* changed_list = NULL);
// After the maxflow is computed, this function returns to which
// segment the node 'i' belongs (Graph<captype,tcaptype,flowtype>::SOURCE or Graph<captype,tcaptype,flowtype>::SINK).
//
// Occasionally there may be several minimum cuts. If a node can be assigned
// to both the source and the sink, then default_segm is returned.
termtype what_segment(node_id i, termtype default_segm = SOURCE);
//////////////////////////////////////////////
// ADVANCED INTERFACE FUNCTIONS //
// (provide access to the graph) //
//////////////////////////////////////////////
private:
struct node;
struct arc;
public:
////////////////////////////
// 1. Reallocating graph. //
////////////////////////////
// Removes all nodes and edges.
// After that functions add_node() and add_edge() must be called again.
//
// Advantage compared to deleting Graph and allocating it again:
// no calls to delete/new (which could be quite slow).
//
// If the graph structure stays the same, then an alternative
// is to go through all nodes/edges and set new residual capacities
// (see functions below).
void reset();
////////////////////////////////////////////////////////////////////////////////
// 2. Functions for getting pointers to arcs and for reading graph structure. //
// NOTE: adding new arcs may invalidate these pointers (if reallocation //
// happens). So it's best not to add arcs while reading graph structure. //
////////////////////////////////////////////////////////////////////////////////
// The following two functions return arcs in the same order that they
// were added to the graph. NOTE: for each call add_edge(i,j,cap,cap_rev)
// the first arc returned will be i->j, and the second j->i.
// If there are no more arcs, then the function can still be called, but
// the returned arc_id is undetermined.
typedef arc* arc_id;
arc_id get_first_arc();
arc_id get_next_arc(arc_id a);
// other functions for reading graph structure
int get_node_num() { return node_num; }
int get_arc_num() { return (int)(arc_last - arcs); }
void get_arc_ends(arc_id a, node_id& i, node_id& j); // returns i,j to that a = i->j
///////////////////////////////////////////////////
// 3. Functions for reading residual capacities. //
///////////////////////////////////////////////////
// returns residual capacity of SOURCE->i minus residual capacity of i->SINK
tcaptype get_trcap(node_id i);
// returns residual capacity of arc a
captype get_rcap(arc* a);
/////////////////////////////////////////////////////////////////
// 4. Functions for setting residual capacities. //
// NOTE: If these functions are used, the value of the flow //
// returned by maxflow() will not be valid! //
/////////////////////////////////////////////////////////////////
void set_trcap(node_id i, tcaptype trcap);
void set_rcap(arc* a, captype rcap);
////////////////////////////////////////////////////////////////////
// 5. Functions related to reusing trees & list of changed nodes. //
////////////////////////////////////////////////////////////////////
// If flag reuse_trees is true while calling maxflow(), then search trees
// are reused from previous maxflow computation.
// In this case before calling maxflow() the user must
// specify which parts of the graph have changed by calling mark_node():
// add_tweights(i),set_trcap(i) => call mark_node(i)
// add_edge(i,j),set_rcap(a) => call mark_node(i); mark_node(j)
//
// This option makes sense only if a small part of the graph is changed.
// The initialization procedure goes only through marked nodes then.
//
// mark_node(i) can either be called before or after graph modification.
// Can be called more than once per node, but calls after the first one
// do not have any effect.
//
// NOTE:
// - This option cannot be used in the first call to maxflow().
// - It is not necessary to call mark_node() if the change is ``not essential'',
// i.e. sign(trcap) is preserved for a node and zero/nonzero status is preserved for an arc.
// - To check that you marked all necessary nodes, you can call maxflow(false) after calling maxflow(true).
// If everything is correct, the two calls must return the same value of flow. (Useful for debugging).
void mark_node(node_id i);
// If changed_list is not NULL while calling maxflow(), then the algorithm
// keeps a list of nodes which could potentially have changed their segmentation label.
// Nodes which are not in the list are guaranteed to keep their old segmentation label (SOURCE or SINK).
// Example usage:
//
// typedef Graph<int,int,int> G;
// G* g = new Graph(nodeNum, edgeNum);
// Block<G::node_id>* changed_list = new Block<G::node_id>(128);
//
// ... // add nodes and edges
//
// g->maxflow(); // first call should be without arguments
// for (int iter=0; iter<10; iter++)
// {
// ... // change graph, call mark_node() accordingly
//
// g->maxflow(true, changed_list);
// G::node_id* ptr;
// for (ptr=changed_list->ScanFirst(); ptr; ptr=changed_list->ScanNext())
// {
// G::node_id i = *ptr; assert(i>=0 && i<nodeNum);
// g->remove_from_changed_list(i);
// // do something with node i...
// if (g->what_segment(i) == G::SOURCE) { ... }
// }
// changed_list->Reset();
// }
// delete changed_list;
//
// NOTE:
// - If changed_list option is used, then reuse_trees must be used as well.
// - In the example above, the user may omit calls g->remove_from_changed_list(i) and changed_list->Reset() in a given iteration.
// Then during the next call to maxflow(true, &changed_list) new nodes will be added to changed_list.
// - If the next call to maxflow() does not use option reuse_trees, then calling remove_from_changed_list()
// is not necessary. ("changed_list->Reset()" or "delete changed_list" should still be called, though).
void remove_from_changed_list(node_id i)
{
assert(i>=0 && i<node_num && nodes[i].is_in_changed_list);
nodes[i].is_in_changed_list = 0;
}
/////////////////////////////////////////////////////////////////////////
/////////////////////////////////////////////////////////////////////////
/////////////////////////////////////////////////////////////////////////
private:
// internal variables and functions
struct node
{
arc *first; // first outcoming arc
arc *parent; // node's parent
node *next; // pointer to the next active node
// (or to itself if it is the last node in the list)
int TS; // timestamp showing when DIST was computed
int DIST; // distance to the terminal
int is_sink : 1; // flag showing whether the node is in the source or in the sink tree (if parent!=NULL)
int is_marked : 1; // set by mark_node()
int is_in_changed_list : 1; // set by maxflow if
tcaptype tr_cap; // if tr_cap > 0 then tr_cap is residual capacity of the arc SOURCE->node
// otherwise -tr_cap is residual capacity of the arc node->SINK
};
struct arc
{
node *head; // node the arc points to
arc *next; // next arc with the same originating node
arc *sister; // reverse arc
captype r_cap; // residual capacity
};
struct nodeptr
{
node *ptr;
nodeptr *next;
};
static const int NODEPTR_BLOCK_SIZE = 128;
node *nodes, *node_last, *node_max; // node_last = nodes+node_num, node_max = nodes+node_num_max;
arc *arcs, *arc_last, *arc_max; // arc_last = arcs+2*edge_num, arc_max = arcs+2*edge_num_max;
int node_num;
DBlock<nodeptr> *nodeptr_block;
void (*error_function)(char *); // this function is called if a error occurs,
// with a corresponding error message
// (or exit(1) is called if it's NULL)
flowtype flow; // total flow
// reusing trees & list of changed pixels
int maxflow_iteration; // counter
Block<node_id> *changed_list;
/////////////////////////////////////////////////////////////////////////
node *queue_first[2], *queue_last[2]; // list of active nodes
nodeptr *orphan_first, *orphan_last; // list of pointers to orphans
int TIME; // monotonically increasing global counter
/////////////////////////////////////////////////////////////////////////
void reallocate_nodes(int num); // num is the number of new nodes
void reallocate_arcs();
// functions for processing active list
void set_active(node *i);
node *next_active();
// functions for processing orphans list
void set_orphan_front(node* i); // add to the beginning of the list
void set_orphan_rear(node* i); // add to the end of the list
void add_to_changed_list(node* i);
void maxflow_init(); // called if reuse_trees == false
void maxflow_reuse_trees_init(); // called if reuse_trees == true
void augment(arc *middle_arc);
void process_source_orphan(node *i);
void process_sink_orphan(node *i);
void test_consistency(node* current_node=NULL); // debug function
};
///////////////////////////////////////
// Implementation - inline functions //
///////////////////////////////////////
template <typename captype, typename tcaptype, typename flowtype>
inline typename Graph<captype,tcaptype,flowtype>::node_id Graph<captype,tcaptype,flowtype>::add_node(int num)
{
assert(num > 0);
if (node_last + num > node_max) reallocate_nodes(num);
if (num == 1)
{
node_last -> first = NULL;
node_last -> tr_cap = 0;
node_last -> is_marked = 0;
node_last -> is_in_changed_list = 0;
node_last ++;
return node_num ++;
}
else
{
memset(node_last, 0, num*sizeof(node));
node_id i = node_num;
node_num += num;
node_last += num;
return i;
}
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::add_tweights(node_id i, tcaptype cap_source, tcaptype cap_sink)
{
assert(i >= 0 && i < node_num);
tcaptype delta = nodes[i].tr_cap;
if (delta > 0) cap_source += delta;
else cap_sink -= delta;
flow += (cap_source < cap_sink) ? cap_source : cap_sink;
nodes[i].tr_cap = cap_source - cap_sink;
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::add_edge(node_id _i, node_id _j, captype cap, captype rev_cap)
{
assert(_i >= 0 && _i < node_num);
assert(_j >= 0 && _j < node_num);
assert(_i != _j);
assert(cap >= 0);
assert(rev_cap >= 0);
if (arc_last == arc_max) reallocate_arcs();
arc *a = arc_last ++;
arc *a_rev = arc_last ++;
node* i = nodes + _i;
node* j = nodes + _j;
a -> sister = a_rev;
a_rev -> sister = a;
a -> next = i -> first;
i -> first = a;
a_rev -> next = j -> first;
j -> first = a_rev;
a -> head = j;
a_rev -> head = i;
a -> r_cap = cap;
a_rev -> r_cap = rev_cap;
}
template <typename captype, typename tcaptype, typename flowtype>
inline typename Graph<captype,tcaptype,flowtype>::arc* Graph<captype,tcaptype,flowtype>::get_first_arc()
{
return arcs;
}
template <typename captype, typename tcaptype, typename flowtype>
inline typename Graph<captype,tcaptype,flowtype>::arc* Graph<captype,tcaptype,flowtype>::get_next_arc(arc* a)
{
return a + 1;
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::get_arc_ends(arc* a, node_id& i, node_id& j)
{
assert(a >= arcs && a < arc_last);
i = (node_id) (a->sister->head - nodes);
j = (node_id) (a->head - nodes);
}
template <typename captype, typename tcaptype, typename flowtype>
inline tcaptype Graph<captype,tcaptype,flowtype>::get_trcap(node_id i)
{
assert(i>=0 && i<node_num);
return nodes[i].tr_cap;
}
template <typename captype, typename tcaptype, typename flowtype>
inline captype Graph<captype,tcaptype,flowtype>::get_rcap(arc* a)
{
assert(a >= arcs && a < arc_last);
return a->r_cap;
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::set_trcap(node_id i, tcaptype trcap)
{
assert(i>=0 && i<node_num);
nodes[i].tr_cap = trcap;
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::set_rcap(arc* a, captype rcap)
{
assert(a >= arcs && a < arc_last);
a->r_cap = rcap;
}
template <typename captype, typename tcaptype, typename flowtype>
inline typename Graph<captype,tcaptype,flowtype>::termtype Graph<captype,tcaptype,flowtype>::what_segment(node_id i, termtype default_segm)
{
if (nodes[i].parent)
{
return (nodes[i].is_sink) ? SINK : SOURCE;
}
else
{
return default_segm;
}
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::mark_node(node_id _i)
{
node* i = nodes + _i;
if (!i->next)
{
/* it's not in the list yet */
if (queue_last[1]) queue_last[1] -> next = i;
else queue_first[1] = i;
queue_last[1] = i;
i -> next = i;
}
i->is_marked = 1;
}
#endif
#include "graph.h"
#ifdef _MSC_VER
#pragma warning(disable: 4661)
#endif
// Instantiations: <captype, tcaptype, flowtype>
// IMPORTANT:
// flowtype should be 'larger' than tcaptype
// tcaptype should be 'larger' than captype
template class Graph<int,int,int>;
template class Graph<short,int,int>;
template class Graph<float,float,float>;
template class Graph<double,double,double>;
/* maxflow.cpp */
#include <stdio.h>
#include "graph.h"
#include "instances.inc"
#include "mex.h"
/*
special constants for node->parent
*/
#define TERMINAL ( (arc *) 1 ) /* to terminal */
#define ORPHAN ( (arc *) 2 ) /* orphan */
#define INFINITE_D ((int)(((unsigned)-1)/2)) /* infinite distance to the terminal */
#ifdef __cplusplus /*function for stopping from MATLAB*/
extern "C" bool utIsInterruptPending();
#else
extern bool utIsInterruptPending();
#endif
/***********************************************************************/
/*
Functions for processing active list.
i->next points to the next node in the list
(or to i, if i is the last node in the list).
If i->next is NULL iff i is not in the list.
There are two queues. Active nodes are added
to the end of the second queue and read from
the front of the first queue. If the first queue
is empty, it is replaced by the second queue
(and the second queue becomes empty).
*/
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::set_active(node *i)
{
if (!i->next)
{
/* it's not in the list yet */
if (queue_last[1]) queue_last[1] -> next = i;
else queue_first[1] = i;
queue_last[1] = i;
i -> next = i;
}
}
/*
Returns the next active node.
If it is connected to the sink, it stays in the list,
otherwise it is removed from the list
*/
template <typename captype, typename tcaptype, typename flowtype>
inline typename Graph<captype,tcaptype,flowtype>::node* Graph<captype,tcaptype,flowtype>::next_active()
{
node *i;
while ( 1 )
{
if (!(i=queue_first[0]))
{
queue_first[0] = i = queue_first[1];
queue_last[0] = queue_last[1];
queue_first[1] = NULL;
queue_last[1] = NULL;
if (!i) return NULL;
}
/* remove it from the active list */
if (i->next == i) queue_first[0] = queue_last[0] = NULL;
else queue_first[0] = i -> next;
i -> next = NULL;
/* a node in the list is active iff it has a parent */
if (i->parent) return i;
}
}
/***********************************************************************/
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::set_orphan_front(node *i)
{
nodeptr *np;
i -> parent = ORPHAN;
np = nodeptr_block -> New();
np -> ptr = i;
np -> next = orphan_first;
orphan_first = np;
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::set_orphan_rear(node *i)
{
nodeptr *np;
i -> parent = ORPHAN;
np = nodeptr_block -> New();
np -> ptr = i;
if (orphan_last) orphan_last -> next = np;
else orphan_first = np;
orphan_last = np;
np -> next = NULL;
}
/***********************************************************************/
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::add_to_changed_list(node *i)
{
if (changed_list && !i->is_in_changed_list)
{
node_id* ptr = changed_list->New();
*ptr = (node_id)(i - nodes);
i->is_in_changed_list = true;
}
}
/***********************************************************************/
template <typename captype, typename tcaptype, typename flowtype>
void Graph<captype,tcaptype,flowtype>::maxflow_init()
{
node *i;
queue_first[0] = queue_last[0] = NULL;
queue_first[1] = queue_last[1] = NULL;
orphan_first = NULL;
TIME = 0;
for (i=nodes; i<node_last; i++)
{
i -> next = NULL;
i -> is_marked = 0;
i -> is_in_changed_list = 0;
i -> TS = TIME;
if (i->tr_cap > 0)
{
/* i is connected to the source */
i -> is_sink = 0;
i -> parent = TERMINAL;
set_active(i);
i -> DIST = 1;
}
else if (i->tr_cap < 0)
{
/* i is connected to the sink */
i -> is_sink = 1;
i -> parent = TERMINAL;
set_active(i);
i -> DIST = 1;
}
else
{
i -> parent = NULL;
}
}
}
template <typename captype, typename tcaptype, typename flowtype>
void Graph<captype,tcaptype,flowtype>::maxflow_reuse_trees_init()
{
node* i;
node* j;
node* queue = queue_first[1];
arc* a;
nodeptr* np;
queue_first[0] = queue_last[0] = NULL;
queue_first[1] = queue_last[1] = NULL;
orphan_first = orphan_last = NULL;
TIME ++;
while ((i=queue))
{
queue = i->next;
if (queue == i) queue = NULL;
i->next = NULL;
i->is_marked = 0;
set_active(i);
if (i->tr_cap == 0)
{
if (i->parent) set_orphan_rear(i);
continue;
}
if (i->tr_cap > 0)
{
if (!i->parent || i->is_sink)
{
i->is_sink = 0;
for (a=i->first; a; a=a->next)
{
j = a->head;
if (!j->is_marked)
{
if (j->parent == a->sister) set_orphan_rear(j);
if (j->parent && j->is_sink && a->r_cap > 0) set_active(j);
}
}
add_to_changed_list(i);
}
}
else
{
if (!i->parent || !i->is_sink)
{
i->is_sink = 1;
for (a=i->first; a; a=a->next)
{
j = a->head;
if (!j->is_marked)
{
if (j->parent == a->sister) set_orphan_rear(j);
if (j->parent && !j->is_sink && a->sister->r_cap > 0) set_active(j);
}
}
add_to_changed_list(i);
}
}
i->parent = TERMINAL;
i -> TS = TIME;
i -> DIST = 1;
}
//test_consistency();
/* adoption */
while ((np=orphan_first))
{
orphan_first = np -> next;
i = np -> ptr;
nodeptr_block -> Delete(np);
if (!orphan_first) orphan_last = NULL;
if (i->is_sink) process_sink_orphan(i);
else process_source_orphan(i);
}
/* adoption end */
//test_consistency();
}
template <typename captype, typename tcaptype, typename flowtype>
void Graph<captype,tcaptype,flowtype>::augment(arc *middle_arc)
{
node *i;
arc *a;
tcaptype bottleneck;
/* 1. Finding bottleneck capacity */
/* 1a - the source tree */
bottleneck = middle_arc -> r_cap;
for (i=middle_arc->sister->head; ; i=a->head)
{
a = i -> parent;
if (a == TERMINAL) break;
if (bottleneck > a->sister->r_cap) bottleneck = a -> sister -> r_cap;
}
if (bottleneck > i->tr_cap) bottleneck = i -> tr_cap;
/* 1b - the sink tree */
for (i=middle_arc->head; ; i=a->head)
{
a = i -> parent;
if (a == TERMINAL) break;
if (bottleneck > a->r_cap) bottleneck = a -> r_cap;
}
if (bottleneck > - i->tr_cap) bottleneck = - i -> tr_cap;
/* 2. Augmenting */
/* 2a - the source tree */
middle_arc -> sister -> r_cap += bottleneck;
middle_arc -> r_cap -= bottleneck;
for (i=middle_arc->sister->head; ; i=a->head)
{
a = i -> parent;
if (a == TERMINAL) break;
a -> r_cap += bottleneck;
a -> sister -> r_cap -= bottleneck;
if (!a->sister->r_cap)
{
set_orphan_front(i); // add i to the beginning of the adoption list
}
}
i -> tr_cap -= bottleneck;
if (!i->tr_cap)
{
set_orphan_front(i); // add i to the beginning of the adoption list
}
/* 2b - the sink tree */
for (i=middle_arc->head; ; i=a->head)
{
a = i -> parent;
if (a == TERMINAL) break;
a -> sister -> r_cap += bottleneck;
a -> r_cap -= bottleneck;
if (!a->r_cap)
{
set_orphan_front(i); // add i to the beginning of the adoption list
}
}
i -> tr_cap += bottleneck;
if (!i->tr_cap)
{
set_orphan_front(i); // add i to the beginning of the adoption list
}
flow += bottleneck;
}
/***********************************************************************/
template <typename captype, typename tcaptype, typename flowtype>
void Graph<captype,tcaptype,flowtype>::process_source_orphan(node *i)
{
node *j;
arc *a0, *a0_min = NULL, *a;
int d, d_min = INFINITE_D;
/* trying to find a new parent */
for (a0=i->first; a0; a0=a0->next)
if (a0->sister->r_cap)
{
j = a0 -> head;
if (!j->is_sink && (a=j->parent))
{
/* checking the origin of j */
d = 0;
while ( 1 )
{
if (j->TS == TIME)
{
d += j -> DIST;
break;
}
a = j -> parent;
d ++;
if (a==TERMINAL)
{
j -> TS = TIME;
j -> DIST = 1;
break;
}
if (a==ORPHAN) { d = INFINITE_D; break; }
j = a -> head;
}
if (d<INFINITE_D) /* j originates from the source - done */
{
if (d<d_min)
{
a0_min = a0;
d_min = d;
}
/* set marks along the path */
for (j=a0->head; j->TS!=TIME; j=j->parent->head)
{
j -> TS = TIME;
j -> DIST = d --;
}
}
}
}
if (i->parent = a0_min)
{
i -> TS = TIME;
i -> DIST = d_min + 1;
}
else
{
/* no parent is found */
add_to_changed_list(i);
/* process neighbors */
for (a0=i->first; a0; a0=a0->next)
{
j = a0 -> head;
if (!j->is_sink && (a=j->parent))
{
if (a0->sister->r_cap) set_active(j);
if (a!=TERMINAL && a!=ORPHAN && a->head==i)
{
set_orphan_rear(j); // add j to the end of the adoption list
}
}
}
}
}
template <typename captype, typename tcaptype, typename flowtype>
void Graph<captype,tcaptype,flowtype>::process_sink_orphan(node *i)
{
node *j;
arc *a0, *a0_min = NULL, *a;
int d, d_min = INFINITE_D;
/* trying to find a new parent */
for (a0=i->first; a0; a0=a0->next)
if (a0->r_cap)
{
j = a0 -> head;
if (j->is_sink && (a=j->parent))
{
/* checking the origin of j */
d = 0;
while ( 1 )
{
if (j->TS == TIME)
{
d += j -> DIST;
break;
}
a = j -> parent;
d ++;
if (a==TERMINAL)
{
j -> TS = TIME;
j -> DIST = 1;
break;
}
if (a==ORPHAN) { d = INFINITE_D; break; }
j = a -> head;
}
if (d<INFINITE_D) /* j originates from the sink - done */
{
if (d<d_min)
{
a0_min = a0;
d_min = d;
}
/* set marks along the path */
for (j=a0->head; j->TS!=TIME; j=j->parent->head)
{
j -> TS = TIME;
j -> DIST = d --;
}
}
}
}
if (i->parent = a0_min)
{
i -> TS = TIME;
i -> DIST = d_min + 1;
}
else
{
/* no parent is found */
add_to_changed_list(i);
/* process neighbors */
for (a0=i->first; a0; a0=a0->next)
{
j = a0 -> head;
if (j->is_sink && (a=j->parent))
{
if (a0->r_cap) set_active(j);
if (a!=TERMINAL && a!=ORPHAN && a->head==i)
{
set_orphan_rear(j); // add j to the end of the adoption list
}
}
}
}
}
/***********************************************************************/
template <typename captype, typename tcaptype, typename flowtype>
flowtype Graph<captype,tcaptype,flowtype>::maxflow(bool reuse_trees, Block<node_id>* _changed_list)
{
node *i, *j, *current_node = NULL;
arc *a;
nodeptr *np, *np_next;
if (!nodeptr_block)
{
nodeptr_block = new DBlock<nodeptr>(NODEPTR_BLOCK_SIZE, error_function);
}
changed_list = _changed_list;
if (maxflow_iteration == 0 && reuse_trees) { if (error_function) (*error_function)("reuse_trees cannot be used in the first call to maxflow()!"); exit(1); }
if (changed_list && !reuse_trees) { if (error_function) (*error_function)("changed_list cannot be used without reuse_trees!"); exit(1); }
if (reuse_trees) maxflow_reuse_trees_init();
else maxflow_init();
// main loop
while ( 1 )
{
if (utIsInterruptPending()) { /* check for a Ctrl-C event */
mexPrintf("Ctrl-C Detected. END\n\n");
mexEvalString("drawnow");
return -1;
}
// mexEvalString("drawnow");
// test_consistency(current_node);
if ((i=current_node))
{
i -> next = NULL; /* remove active flag */
if (!i->parent) i = NULL;
}
if (!i)
{
if (!(i = next_active())) break;
}
/* growth */
if (!i->is_sink)
{
/* grow source tree */
for (a=i->first; a; a=a->next)
if (a->r_cap)
{
j = a -> head;
if (!j->parent)
{
j -> is_sink = 0;
j -> parent = a -> sister;
j -> TS = i -> TS;
j -> DIST = i -> DIST + 1;
set_active(j);
add_to_changed_list(j);
}
else if (j->is_sink) break;
else if (j->TS <= i->TS &&
j->DIST > i->DIST)
{
/* heuristic - trying to make the distance from j to the source shorter */
j -> parent = a -> sister;
j -> TS = i -> TS;
j -> DIST = i -> DIST + 1;
}
}
}
else
{
/* grow sink tree */
for (a=i->first; a; a=a->next)
if (a->sister->r_cap)
{
j = a -> head;
if (!j->parent)
{
j -> is_sink = 1;
j -> parent = a -> sister;
j -> TS = i -> TS;
j -> DIST = i -> DIST + 1;
set_active(j);
add_to_changed_list(j);
}
else if (!j->is_sink) { a = a -> sister; break; }
else if (j->TS <= i->TS &&
j->DIST > i->DIST)
{
/* heuristic - trying to make the distance from j to the sink shorter */
j -> parent = a -> sister;
j -> TS = i -> TS;
j -> DIST = i -> DIST + 1;
}
}
}
TIME ++;
if (a)
{
i -> next = i; /* set active flag */
current_node = i;
/* augmentation */
augment(a);
/* augmentation end */
/* adoption */
while ((np=orphan_first))
{
np_next = np -> next;
np -> next = NULL;
while ((np=orphan_first))
{
orphan_first = np -> next;
i = np -> ptr;
nodeptr_block -> Delete(np);
if (!orphan_first) orphan_last = NULL;
if (i->is_sink) process_sink_orphan(i);
else process_source_orphan(i);
}
orphan_first = np_next;
}
/* adoption end */
}
else current_node = NULL;
}
// test_consistency();
if (!reuse_trees || (maxflow_iteration % 64) == 0)
{
delete nodeptr_block;
nodeptr_block = NULL;
}
maxflow_iteration ++;
return flow;
}
/***********************************************************************/
template <typename captype, typename tcaptype, typename flowtype>
void Graph<captype,tcaptype,flowtype>::test_consistency(node* current_node)
{
node *i;
arc *a;
int r;
int num1 = 0, num2 = 0;
// test whether all nodes i with i->next!=NULL are indeed in the queue
for (i=nodes; i<node_last; i++)
{
if (i->next || i==current_node) num1 ++;
}
for (r=0; r<3; r++)
{
i = (r == 2) ? current_node : queue_first[r];
if (i)
for ( ; ; i=i->next)
{
num2 ++;
if (i->next == i)
{
if (r<2) assert(i == queue_last[r]);
else assert(i == current_node);
break;
}
}
}
assert(num1 == num2);
for (i=nodes; i<node_last; i++)
{
// test whether all edges in seach trees are non-saturated
if (i->parent == NULL) {}
else if (i->parent == ORPHAN) {}
else if (i->parent == TERMINAL)
{
if (!i->is_sink) assert(i->tr_cap > 0);
else assert(i->tr_cap < 0);
}
else
{
if (!i->is_sink) assert (i->parent->sister->r_cap > 0);
else assert (i->parent->r_cap > 0);
}
// test whether passive nodes in search trees have neighbors in
// a different tree through non-saturated edges
if (i->parent && !i->next)
{
if (!i->is_sink)
{
assert(i->tr_cap >= 0);
for (a=i->first; a; a=a->next)
{
if (a->r_cap > 0) assert(a->head->parent && !a->head->is_sink);
}
}
else
{
assert(i->tr_cap <= 0);
for (a=i->first; a; a=a->next)
{
if (a->sister->r_cap > 0) assert(a->head->parent && a->head->is_sink);
}
}
}
// test marking invariants
if (i->parent && i->parent!=ORPHAN && i->parent!=TERMINAL)
{
assert(i->TS <= i->parent->head->TS);
if (i->TS == i->parent->head->TS) assert(i->DIST > i->parent->head->DIST);
}
}
}
void Inst()
{
Graph<int,int,int> G(1,1);
G.maxflow();
}
\ No newline at end of file
function [xp,yp] = click_points
hold on
[x,y,button] = ginputWhite(1);
xp = [];
yp = [];
while button==1
xp = [xp,x];
yp = [yp,y];
plot(x,y,'co')
[x,y,button] = ginputWhite(1);
end
end
\ No newline at end of file
function N = compute_normals(S,open)
% normals for a closed (or open!) curve
if nargin<2
open = false;
end
X = S([end,1:end,1],:); % extended S
dX = X(1:end-1,:)-X(2:end,:); % dX
Ne = [dX(:,2),-dX(:,1)]; % edge normals orthogonal to dX
de = sum(Ne.^2,2).^0.5; % for normalization
nonzero = de~=0;
Ne(nonzero,:) = Ne(nonzero,:)./de(nonzero,[1 1]); % edge normals
N = 0.5*(Ne(1:end-1,:)+Ne(2:end,:)); % vertices normals
d = sum(N.^2,2).^0.5; % for normalization
nonzero = d~=0;
N(nonzero,:) = N(nonzero,:)./d(nonzero,[1 1]);
if open
N(1,:) = Ne(2,:);
N(end,:) = Ne(end-1,:);
end
\ No newline at end of file
function p_new = distribute_points(p,type,value,open)
% DISTRIBUTE_POINTS Distributes snakes points equidistantly
% (NOTE: this version can also handle open snake)
%
% DISTRIBUTE_POINTS(P) keeps the number of points
% DISTRIBUTE_POINTS(P,'number',N) returns N points
% DISTRIBUTE_POINTS(P,'ael',d) returns average edge length d
% Author: vand@dtu.dk
if nargin<4
open = false;
end
if ~open
p = p([1:end,1],:); % closing the curve
end
N = size(p,1); % number of points (+ 1 for closed curve)
dist = sqrt(sum(diff(p).^2,2)); % edge segment lengths
t = [0;cumsum(dist)]; % current positions
% if we want the fixed edge length then the new N could be computed
% from the total length of the curve which is t(end)
if nargin<2
N_new = N;
else
switch lower(type)
case 'number'
N_new = value+~open;
case 'ael'
N_new = round(t(end)/value+~open);
otherwise
error('Unknown distribution type.')
end
end
tq = linspace(0,t(end),N_new)'; % equidistant positions
%p_new(:,1) = interp1(t,p(:,1),tq); % distributed x
%p_new(:,2) = interp1(t,p(:,2),tq); % distributed y
p_new = interp1(t,p,tq);
if ~open
p_new = p_new(1:end-1,:); % opening the curve again
end
function [out1,out2,out3] = ginputWhite(arg1)
%GINPUT Graphical input from mouse.
% [X,Y] = GINPUT(N) gets N points from the current axes and returns
% the X- and Y-coordinates in length N vectors X and Y. The cursor
% can be positioned using a mouse. Data points are entered by pressing
% a mouse button or any key on the keyboard except carriage return,
% which terminates the input before N points are entered. If the current
% axes is a geographic axes, the coordinates returned are latitude and
% longitude instead of X and Y.
%
% [X,Y] = GINPUT gathers an unlimited number of points until the
% return key is pressed.
%
% [X,Y,BUTTON] = GINPUT(N) returns a third result, BUTTON, that
% contains a vector of integers specifying which mouse button was
% used (1,2,3 from left) or ASCII numbers if a key on the keyboard
% was used.
%
% Examples:
% [x,y] = ginput;
%
% [x,y] = ginput(5);
%
% [x, y, button] = ginput(1);
%
% See also GTEXT, WAITFORBUTTONPRESS.
% Copyright 1984-2018 The MathWorks, Inc.
out1 = []; out2 = []; out3 = []; y = [];
if ~matlab.ui.internal.isFigureShowEnabled
error(message('MATLAB:hg:NoDisplayNoFigureSupport', 'ginput'))
end
% Check Inputs
if nargin == 0
how_many = -1;
b = [];
else
how_many = arg1;
b = [];
if ~isPositiveScalarIntegerNumber(how_many)
error(message('MATLAB:ginput:NeedPositiveInt'))
end
if how_many == 0
% If input argument is equal to zero points,
% give a warning and return empty for the outputs.
warning (message('MATLAB:ginput:InputArgumentZero'));
end
end
% Get figure
fig = gcf;
drawnow;
figure(gcf);
% Make sure the figure has an axes
gca(fig);
% Setup the figure to disable interactive modes and activate pointers.
initialState = setupFcn(fig);
% onCleanup object to restore everything to original state in event of
% completion, closing of figure errors or ctrl+c.
c = onCleanup(@() restoreFcn(initialState));
drawnow
char = 0;
while how_many ~= 0
waserr = 0;
try
keydown = wfbp;
catch %#ok<CTCH>
waserr = 1;
end
if(waserr == 1)
if(ishghandle(fig))
cleanup(c);
error(message('MATLAB:ginput:Interrupted'));
else
cleanup(c);
error(message('MATLAB:ginput:FigureDeletionPause'));
end
end
% g467403 - ginput failed to discern clicks/keypresses on the figure it was
% registered to operate on and any other open figures whose handle
% visibility were set to off
figchildren = allchild(0);
if ~isempty(figchildren)
ptr_fig = figchildren(1);
else
error(message('MATLAB:ginput:FigureUnavailable'));
end
% old code -> ptr_fig = get(0,'CurrentFigure'); Fails when the
% clicked figure has handlevisibility set to callback
if(ptr_fig == fig)
if keydown
char = get(fig, 'CurrentCharacter');
button = abs(get(fig, 'CurrentCharacter'));
else
button = get(fig, 'SelectionType');
if strcmp(button,'open')
button = 1;
elseif strcmp(button,'normal')
button = 1;
elseif strcmp(button,'extend')
button = 2;
elseif strcmp(button,'alt')
button = 3;
else
error(message('MATLAB:ginput:InvalidSelection'))
end
end
if(char == 13) % & how_many ~= 0)
% if the return key was pressed, char will == 13,
% and that's our signal to break out of here whether
% or not we have collected all the requested data
% points.
% If this was an early breakout, don't include
% the <Return> key info in the return arrays.
% We will no longer count it if it's the last input.
break;
end
axes_handle = gca;
if ~(isa(axes_handle,'matlab.graphics.axis.Axes') ...
|| isa(axes_handle,'matlab.graphics.axis.GeographicAxes'))
% If gca is not an axes, warn but keep listening for clicks.
% (There may still be other subplots with valid axes)
warning(message('MATLAB:Chart:UnsupportedConvenienceFunction', 'ginput', axes_handle.Type));
continue
end
drawnow;
pt = get(axes_handle, 'CurrentPoint');
how_many = how_many - 1;
out1 = [out1;pt(1,1)]; %#ok<AGROW>
y = [y;pt(1,2)]; %#ok<AGROW>
b = [b;button]; %#ok<AGROW>
end
end
% Cleanup and Restore
cleanup(c);
if nargout > 1
out2 = y;
if nargout > 2
out3 = b;
end
else
out1 = [out1 y];
end
end
function valid = isPositiveScalarIntegerNumber(how_many)
valid = ~isa(how_many, 'matlab.graphics.Graphics') && ... % not a graphics handle
~ischar(how_many) && ... % is numeric
isscalar(how_many) && ... % is scalar
(fix(how_many) == how_many) && ... % is integer in value
how_many >= 0; % is positive
end
function key = wfbp
%WFBP Replacement for WAITFORBUTTONPRESS that has no side effects.
fig = gcf;
current_char = []; %#ok<NASGU>
% Now wait for that buttonpress, and check for error conditions
waserr = 0;
try
h=findall(fig,'Type','uimenu','Accelerator','C'); % Disabling ^C for edit menu so the only ^C is for
set(h,'Accelerator',''); % interrupting the function.
keydown = waitforbuttonpress;
current_char = double(get(fig,'CurrentCharacter')); % Capturing the character.
if~isempty(current_char) && (keydown == 1) % If the character was generated by the
if(current_char == 3) % current keypress AND is ^C, set 'waserr'to 1
waserr = 1; % so that it errors out.
end
end
set(h,'Accelerator','C'); % Set back the accelerator for edit menu.
catch %#ok<CTCH>
waserr = 1;
end
drawnow;
if(waserr == 1)
set(h,'Accelerator','C'); % Set back the accelerator if it errored out.
error(message('MATLAB:ginput:Interrupted'));
end
if nargout>0, key = keydown; end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
end
function initialState = setupFcn(fig)
% Store Figure Handle.
initialState.figureHandle = fig;
% Suspend figure functions
initialState.uisuspendState = uisuspend(fig);
% Disable Plottools Buttons
initialState.toolbar = findobj(allchild(fig),'flat','Type','uitoolbar');
if ~isempty(initialState.toolbar)
initialState.ptButtons = [uigettool(initialState.toolbar,'Plottools.PlottoolsOff'), ...
uigettool(initialState.toolbar,'Plottools.PlottoolsOn')];
initialState.ptState = get (initialState.ptButtons,'Enable');
set (initialState.ptButtons,'Enable','off');
end
% Disable AxesToolbar
initialState.axes = findobj(allchild(fig),'-isa','matlab.graphics.axis.AbstractAxes');
tb = get(initialState.axes, 'Toolbar');
if ~isempty(tb) && ~iscell(tb)
initialState.toolbarVisible{1} = tb.Visible;
tb.Visible = 'off';
else
for i=1:numel(tb)
if ~isempty(tb{i})
initialState.toolbarVisible{i} = tb{i}.Visible;
tb{i}.Visible = 'off';
end
end
end
%Setup empty pointer
cdata = NaN(16,16);
hotspot = [8,8];
set(gcf,'Pointer','custom','PointerShapeCData',cdata,'PointerShapeHotSpot',hotspot)
% Create uicontrols to simulate fullcrosshair pointer.
initialState.CrossHair = createCrossHair(fig);
% Adding this to enable automatic updating of currentpoint on the figure
% This function is also used to update the display of the fullcrosshair
% pointer and make them track the currentpoint.
set(fig,'WindowButtonMotionFcn',@(o,e) dummy()); % Add dummy so that the CurrentPoint is constantly updated
initialState.MouseListener = addlistener(fig,'WindowMouseMotion', @(o,e) updateCrossHair(o,initialState.CrossHair));
% Get the initial Figure Units
initialState.fig_units = get(fig,'Units');
end
function restoreFcn(initialState)
if ishghandle(initialState.figureHandle)
delete(initialState.CrossHair);
% Figure Units
set(initialState.figureHandle,'Units',initialState.fig_units);
set(initialState.figureHandle,'WindowButtonMotionFcn','');
delete(initialState.MouseListener);
% Plottools Icons
if ~isempty(initialState.toolbar) && ~isempty(initialState.ptButtons)
set (initialState.ptButtons(1),'Enable',initialState.ptState{1});
set (initialState.ptButtons(2),'Enable',initialState.ptState{2});
end
% Restore axestoolbar
for i=1:numel(initialState.axes)
if ~isempty(initialState.axes(i).Toolbar)
initialState.axes(i).Toolbar.Visible_I = initialState.toolbarVisible{i};
end
end
% UISUSPEND
uirestore(initialState.uisuspendState);
end
end
function updateCrossHair(fig, crossHair)
% update cross hair for figure.
gap = 3; % 3 pixel view port between the crosshairs
cp = hgconvertunits(fig, [fig.CurrentPoint 0 0], fig.Units, 'pixels', fig);
cp = cp(1:2);
figPos = hgconvertunits(fig, fig.Position, fig.Units, 'pixels', fig.Parent);
figWidth = figPos(3);
figHeight = figPos(4);
% Early return if point is outside the figure
if cp(1) < gap || cp(2) < gap || cp(1)>figWidth-gap || cp(2)>figHeight-gap
return
end
set(crossHair, 'Visible', 'on');
thickness = 1; % 1 Pixel thin lines.
set(crossHair(1), 'Position', [0 cp(2) cp(1)-gap thickness]);
set(crossHair(2), 'Position', [cp(1)+gap cp(2) figWidth-cp(1)-gap thickness]);
set(crossHair(3), 'Position', [cp(1) 0 thickness cp(2)-gap]);
set(crossHair(4), 'Position', [cp(1) cp(2)+gap thickness figHeight-cp(2)-gap]);
end
function crossHair = createCrossHair(fig)
% Create thin uicontrols with black backgrounds to simulate fullcrosshair pointer.
% 1: horizontal left, 2: horizontal right, 3: vertical bottom, 4: vertical top
for k = 1:4
crossHair(k) = uicontrol(fig, 'Style', 'text', 'Visible', 'off', 'Units', 'pixels', 'BackgroundColor', [1 1 1], 'HandleVisibility', 'off', 'HitTest', 'off'); %#ok<AGROW>
end
end
function cleanup(c)
if isvalid(c)
delete(c);
end
end
function dummy(~,~)
end
function [MOVINGREG] = registerImages(MOVING,FIXED,MatchThreshold)
%registerImages Register grayscale images using auto-generated code from Registration Estimator app.
% [MOVINGREG] = registerImages(MOVING,FIXED) Register grayscale images
% MOVING and FIXED using auto-generated code from the Registration
% Estimator app. The values for all registration parameters were set
% interactively in the app and result in the registered image stored in the
% structure array MOVINGREG.
% Auto-generated by registrationEstimator app on 29-Apr-2020
%-----------------------------------------------------------
% Feature-based techniques require license to Computer Vision Toolbox
checkLicense()
% Default spatial referencing objects
fixedRefObj = imref2d(size(FIXED));
movingRefObj = imref2d(size(MOVING));
% Detect SURF features
fixedPoints = detectSURFFeatures(FIXED,'MetricThreshold',750.000000,'NumOctaves',3,'NumScaleLevels',5);
movingPoints = detectSURFFeatures(MOVING,'MetricThreshold',750.000000,'NumOctaves',3,'NumScaleLevels',5);
% Extract features
[fixedFeatures,fixedValidPoints] = extractFeatures(FIXED,fixedPoints,'Upright',false);
[movingFeatures,movingValidPoints] = extractFeatures(MOVING,movingPoints,'Upright',false);
% Match features
indexPairs = matchFeatures(fixedFeatures,movingFeatures,'MatchThreshold',MatchThreshold,'MaxRatio',0.01*MatchThreshold);
fixedMatchedPoints = fixedValidPoints(indexPairs(:,1));
movingMatchedPoints = movingValidPoints(indexPairs(:,2));
MOVINGREG.FixedMatchedFeatures = fixedMatchedPoints;
MOVINGREG.MovingMatchedFeatures = movingMatchedPoints;
% Apply transformation - Results may not be identical between runs because of the randomized nature of the algorithm
tform = estimateGeometricTransform(movingMatchedPoints,fixedMatchedPoints,'affine');
MOVINGREG.Transformation = tform;
MOVINGREG.RegisteredImage = imwarp(MOVING, movingRefObj, tform, 'OutputView', fixedRefObj, 'SmoothEdges', true);
% Store spatial referencing object
MOVINGREG.SpatialRefObj = fixedRefObj;
end
function checkLicense()
% Check for license to Computer Vision Toolbox
CVSTStatus = license('test','Video_and_Image_Blockset');
if ~CVSTStatus
error(message('images:imageRegistration:CVSTRequired'));
end
end
function B = regularization_matrix_open(N,alpha,beta)
% B is an NxN matrix for imposing elasticity and rigidity to snakes
% alpha is weigth for second derivative (elasticity)
% beta is weigth for (-)fourth derivative (rigidity)
r = zeros(1,N);
r(1:3) = alpha*[-2 1 0]/4 + beta*[-6 4 -1]/16;
r(end-1:end) = alpha*[0 1]/4 + beta*[-1 4]/16;
A = toeplitz(r);
A([1,2,end-1,end],:) = 0;
A(2,1:3) = alpha*[1 -2 1]/4;
A(end-1,end-2:end) = alpha*[1 -2 1]/4;
B = inv(eye(N)-A);
\ No newline at end of file
function pk = slice_points_interpolation(p1,p2,n,m,flag_fig)
% SLICE_POINTS_INTERPOLATION takes two sets of points and the range of
% interpolition n & m and return pk which is the interpolants points
% [n:(n-m+1):m]
%
% the sampling is done by computing
% v = p1-p2
% pk = p2 + d/norm(v)*v where d is the increment of the distances
%
% written by bepi@dtu.dk first version 2019.12.02
%default no figure
if nargout < 3
flag_fig = 0;
end
d_p = sqrt(sum((p1-p2).^2,2));
pk = nan(n-m+1,3,length(d_p));
for j = 1:length(d_p)
sim = linspace(0,d_p(j),n-m+1);
for i = 1:length(sim)
if sim(i) == 0
pk(i,1:2,j) = p2(j,:);
else
pk(i,1:2,j) = p2(j,:) + (sim(i)/d_p(j)).*(p1(j,:)-p2(j,:));
end
pk(i,3,j) = m + i-1;%n,m = (220:800)';
end
end
if flag_fig
figure,
plot3([p2(:,1),p2(:,1)]',...
[p1(:,2),p1(:,2)]',...
[ones(size(p1,1),1)*n,ones(size(p1,1),1)*m]')
xlabel('x') ; ylabel('y') ; zlabel('z')
hold on
for s = 1:size(pk,3)
tmp = squeeze(pk(:,:,s));
plot3(tmp(:,1),tmp(:,2),tmp(:,3),'-xm')
end
end
end
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