CGII/framework/include/cgv/math/distance_transform.h
2018-05-17 16:01:02 +02:00

126 lines
2.3 KiB
C++

#pragma once
#include <cgv/math/vec.h>
#include <cgv/math/mat.h>
#include <cgv/math/functions.h>
#include <limits>
namespace cgv{
namespace math{
/**
* Implementation of 1d and 2d linear time distance transformation
* see: "Distance Transforms of Sampled Functions
* Pedro F. Felzenszwalb and Daniel P. Huttenlocher"
* for details.
*
*/
template <typename T>
void sqrdist_transf_1d(const vec<T>& f, vec<T>& d)
{
static T INF =std::numeric_limits<T>::max();
unsigned n = f.size();
d.resize(n);
int *v = new int[n];
T *z = new T[n+1];
int k = 0;
v[0] = 0;
z[0] = -INF;
z[1] = +INF;
for (unsigned q = 1; q <= n-1; q++)
{
T s = ((f[q]+sqr(q))-(f[v[k]]+sqr(v[k])))/(2*q-2*v[k]);
while (s <= z[k])
{
k--;
s = ((f[q]+sqr(q))-(f[v[k]]+sqr(v[k])))/(2*q-2*v[k]);
}
k++;
v[k] = q;
z[k] = s;
z[k+1] = +INF;
}
k = 0;
for (unsigned q = 0; q <= n-1; q++)
{
while (z[k+1] < q)
k++;
d[q] = sqr(q-v[k]) + f[v[k]];
}
delete [] v;
delete [] z;
}
template <typename T>
void sqrdist_transf_2d(mat<T> &im)
{
static T INF =std::numeric_limits<T>::max();
unsigned width = im.ncols();
unsigned height = im.nrows();
vec<T> d;
// transform along columns
for (unsigned x = 0; x < width; x++)
{
sqrdist_transf_1d<T>(im.col(x), d);
im.set_col(x, d);
}
// transform along rows
for (unsigned y = 0; y < height; y++)
{
sqrdist_transf_1d<T>(im.row(y), d);
im.set_row(y, d);
}
}
///compute the squared distance transform of an input image
template <typename T>
void sqrdist_transf_2d(const mat<T>& input,mat<T>& output,T on = 1)
{
static T INF =std::numeric_limits<T>::max();
unsigned width = input.nrows();
unsigned height = input.ncols();
output.resize(width,height);
for (unsigned y = 0; y < height; y++)
{
for (unsigned x = 0; x < width; x++)
{
if (input(x,y) == on)
output(x,y) = 0;
else
output(x,y) = INF;
}
}
sqrdist_transf_2d<T>(output);
}
///compute the distance transform of an input image
template <typename T>
void dist_transf_2d(mat<T>& input, mat<T>& output,T on = 1)
{
sqrdist_transf_2d(input,output,on );
for(unsigned y = 0; y < output.ncols();y++)
{
for(unsigned x = 0; x < output.nrows();x++)
{
output(x,y)=sqrt(output(x,y));
}
}
}
}
}