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OSCHINA-MIRROR/liyuanbhu-CircleFit

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circlefitsolver.cpp 8.5 КБ
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liyuanbhu Отправлено 17.03.2016 06:13 bedcaa3
#include "circlefitsolver.h"
#include <cmath>
#include <iostream>
using namespace std;
/**
* 最小二乘法拟合圆
* 拟合出的圆以圆心坐标和半径的形式表示
* 此代码改编自 newsmth.net 的 jingxing 在 Graphics 版贴出的代码。
* 版权归 jingxing, 我只是搬运工外加一些简单的修改工作。
*/
bool circleLeastFit(const std::vector<POINT> &points, double &center_x, double &center_y, double &radius)
{
center_x = 0.0f;
center_y = 0.0f;
radius = 0.0f;
if (points.size() < 3)
{
return false;
}
double sum_x = 0.0f, sum_y = 0.0f;
double sum_x2 = 0.0f, sum_y2 = 0.0f;
double sum_x3 = 0.0f, sum_y3 = 0.0f;
double sum_xy = 0.0f, sum_x1y2 = 0.0f, sum_x2y1 = 0.0f;
int N = points.size();
for (int i = 0; i < N; i++)
{
double x = points[i].real();
double y = points[i].imag();
double x2 = x * x;
double y2 = y * y;
sum_x += x;
sum_y += y;
sum_x2 += x2;
sum_y2 += y2;
sum_x3 += x2 * x;
sum_y3 += y2 * y;
sum_xy += x * y;
sum_x1y2 += x * y2;
sum_x2y1 += x2 * y;
}
double C, D, E, G, H;
double a, b, c;
C = N * sum_x2 - sum_x * sum_x;
D = N * sum_xy - sum_x * sum_y;
E = N * sum_x3 + N * sum_x1y2 - (sum_x2 + sum_y2) * sum_x;
G = N * sum_y2 - sum_y * sum_y;
H = N * sum_x2y1 + N * sum_y3 - (sum_x2 + sum_y2) * sum_y;
a = (H * D - E * G) / (C * G - D * D);
b = (H * C - E * D) / (D * D - G * C);
c = -(a * sum_x + b * sum_y + sum_x2 + sum_y2) / N;
center_x = a / (-2);
center_y = b / (-2);
radius = sqrt(a * a + b * b - 4 * c) / 2;
return true;
}
double CircleFitSolver::L1_distance(const gsl_vector * v, void * params)
{
vector<POINT> *vect = (vector<POINT> *)params;
int N = vect->size();
double a, b, r;
a = gsl_vector_get(v, 0);
b = gsl_vector_get(v, 1);
r = gsl_vector_get(v, 2);
double sum = 0;
for(int i = 0; i < N; i++)
{
const POINT p = vect->at(i);
double xi = p.real() - a;
double yi = p.imag() - b;
double dist = sqrt(xi * xi + yi * yi) - r;
sum += fabs(dist);
}
return sum;
}
double CircleFitSolver::L2_distance(const gsl_vector * v, void * params)
{
vector<POINT> *vect = (vector<POINT> *)params;
int N = vect->size();
double a, b, r;
a = gsl_vector_get(v, 0);
b = gsl_vector_get(v, 1);
r = gsl_vector_get(v, 2);
double sum = 0;
for(int i = 0; i < N; i++)
{
const POINT p = vect->at(i);
double xi = p.real() - a;
double yi = p.imag() - b;
double dist = sqrt(xi * xi + yi * yi) - r;
sum += dist * dist;
}
return sum;
}
double CircleFitSolver::L12_distance(const gsl_vector * v, void * params)
{
vector<POINT> *vect = (vector<POINT> *)params;
int N = vect->size();
double a, b, r;
a = gsl_vector_get(v, 0);
b = gsl_vector_get(v, 1);
r = gsl_vector_get(v, 2);
double sum = 0;
for(int i = 0; i < N; i++)
{
const POINT p = vect->at(i);
double xi = p.real() - a;
double yi = p.imag() - b;
double dist = sqrt(xi * xi + yi * yi) - r;
sum += 2 * (sqrt(1 + dist * dist / 2) - 1);
}
return sum;
}
double CircleFitSolver::Fair_distance(const gsl_vector * v, void * params)
{
const double C = 1.3998;
vector<POINT> *vect = (vector<POINT> *)params;
int N = vect->size();
double a, b, r;
a = gsl_vector_get(v, 0);
b = gsl_vector_get(v, 1);
r = gsl_vector_get(v, 2);
double sum = 0;
for(int i = 0; i < N; i++)
{
const POINT p = vect->at(i);
double xi = p.real() - a;
double yi = p.imag() - b;
double dist = fabs(sqrt(xi * xi + yi * yi) - r);
sum += C * C * ( dist / C - log(1 + dist / C) );
}
return sum;
}
double CircleFitSolver::Welsch_distance(const gsl_vector * v, void * params)
{
const double C = 2.9846;
vector<POINT> *vect = (vector<POINT> *)params;
int N = vect->size();
double a, b, r;
a = gsl_vector_get(v, 0);
b = gsl_vector_get(v, 1);
r = gsl_vector_get(v, 2);
double sum = 0;
for(int i = 0; i < N; i++)
{
const POINT p = vect->at(i);
double xi = p.real() - a;
double yi = p.imag() - b;
double dist = fabs(sqrt(xi * xi + yi * yi) - r);
sum += C * C / 2.0 * ( 1 - exp( - (dist / C) * (dist / C) ) );
}
return sum;
}
inline void CircleFitSolver::setStartPoint(double center_x, double center_y, double radius)
{
gsl_vector_set (m_start_point, 0, center_x);
gsl_vector_set (m_start_point, 1, center_y);
gsl_vector_set (m_start_point, 2, radius);
}
bool CircleFitSolver::circleFitL1(const vector<POINT> &points, double &center_x, double &center_y, double &radius)
{
m_function.params = (void *)&points;
if( radius < 0 )
{
// 用最小二乘拟合的结果作为初始值
if( !circleLeastFit(points, center_x, center_y, radius) )
{
return false;
}
}
setStartPoint(center_x, center_y, radius);
/* 经验值,初始步长设置为半径的十分之一 */
gsl_vector_set (m_step_size, 0, radius / 10.0);
gsl_vector_set (m_step_size, 1, radius / 10.0);
gsl_vector_set (m_step_size, 2, radius / 10.0);
gsl_multimin_fminimizer_set(m_fminimizer, &m_function, m_start_point, m_step_size);
int iter = 0;
int status;
do
{
iter++;
status = gsl_multimin_fminimizer_iterate(m_fminimizer);
if (status == GSL_ENOPROG ) // 表示无法找到更好的解了
{
break;
}
double size = gsl_multimin_fminimizer_size (m_fminimizer);
status = gsl_multimin_test_size (size, 1e-2);
}
while (status == GSL_CONTINUE && iter < m_max_iter);
gsl_vector * out = gsl_multimin_fminimizer_x(m_fminimizer);
center_x = gsl_vector_get(out, 0);
center_y = gsl_vector_get(out, 1);
radius = gsl_vector_get(out, 2);
return true;
}
bool CircleFitSolver::Fit(const vector<POINT> &points, double &center_x, double &center_y, double &radius, DIST_TYPE type)
{
m_function.params = (void *)&points;
switch ( type )
{
case DIST_SIMPLE:
return circleLeastFit(points, center_x, center_y, radius);
break;
case DIST_L2:
m_function.f = L2_distance;
break;
case DIST_L1:
m_function.f = L1_distance;
break;
case DIST_L12:
m_function.f = L12_distance;
break;
case DIST_FAIR:
m_function.f = Fair_distance;
break;
case DIST_WELSCH:
m_function.f = Welsch_distance;
break;
default:
m_function.f = L1_distance;
break;
}
if( radius < 0 )
{
// 用最小二乘拟合的结果作为初始值
if( !circleLeastFit(points, center_x, center_y, radius) )
{
return false;
}
}
setStartPoint(center_x, center_y, radius);
/* 经验值,初始步长设置为半径的十分之一 */
gsl_vector_set (m_step_size, 0, radius / 10.0);
gsl_vector_set (m_step_size, 1, radius / 10.0);
gsl_vector_set (m_step_size, 2, radius / 10.0);
gsl_multimin_fminimizer_set(m_fminimizer, &m_function, m_start_point, m_step_size);
int iter = 0;
int status;
do
{
iter++;
status = gsl_multimin_fminimizer_iterate(m_fminimizer);
if (status == GSL_ENOPROG ) // 表示无法找到更好的解了
{
break;
}
double size = gsl_multimin_fminimizer_size (m_fminimizer);
status = gsl_multimin_test_size (size, 1e-3);
}
while (status == GSL_CONTINUE && iter < m_max_iter);
std::cout << "iteration = " << iter << endl;
gsl_vector * out = gsl_multimin_fminimizer_x(m_fminimizer);
center_x = gsl_vector_get(out, 0);
center_y = gsl_vector_get(out, 1);
radius = gsl_vector_get(out, 2);
return true;
}
CircleFitSolver::CircleFitSolver()
{
m_max_iter = 100; // 默认最大迭代 100 步
m_function.n = 3;
m_function.f = L1_distance; // 默认的距离是 L1 距离
m_start_point = gsl_vector_alloc (m_function.n);
m_step_size = gsl_vector_alloc (m_function.n);
m_fminimizer = gsl_multimin_fminimizer_alloc(gsl_multimin_fminimizer_nmsimplex, 3);
}
CircleFitSolver::~CircleFitSolver()
{
gsl_vector_free(m_start_point);
gsl_vector_free(m_step_size);
gsl_multimin_fminimizer_free(m_fminimizer);
}

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