Added LSD accuracy tests.

pull/1119/head
Daniel Angelov 12 years ago
parent 5350a2f1d9
commit e51e00ac5f
  1. 2
      modules/imgproc/include/opencv2/imgproc.hpp
  2. 14
      modules/imgproc/src/lsd.cpp
  3. 212
      modules/imgproc/test/test_lsd.cpp

@ -844,7 +844,7 @@ public:
* Create an LSD object. Specifying scale, number of subdivisions for the image, should the lines be refined and other constants as follows:
*
* @param _refine How should the lines found be refined?
* NO_REFINE - No refinement applied.
* REFINE_NONE - No refinement applied.
* REFINE_STD - Standard refinement is applied. E.g. breaking arches into smaller line approximations.
* REFINE_ADV - Advanced refinement. Number of false alarms is calculated,
* lines are refined through increase of precision, decrement in size, etc.

@ -1,4 +1,4 @@
/*///////////////////////////////////////////////////////////////////////////////////////
/*M///////////////////////////////////////////////////////////////////////////////////////
// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
//
// By downloading, copying, installing or using the software you agree to this license.
@ -37,13 +37,8 @@
// or tort (including negligence or otherwise) arising in any way out of
// the use of this software, even if advised of the possibility of such damage.
//
//*/
//M*/
#include <cstdio>
#include <cstdlib>
#include <cmath>
#include <climits>
#include <cfloat>
#include <vector>
#include "precomp.hpp"
@ -61,13 +56,12 @@ using namespace cv;
// PI
#ifndef M_PI
#define M_PI CV_PI // 3.14159265358979323846
#define M_PI CV_PI // 3.14159265358979323846
#endif
#define M_3_2_PI (3 * CV_PI) / 2 // 4.71238898038 // 3/2 pi
#define M_2__PI 2 * CV_PI // 6.28318530718 // 2 pi
// Label for pixels with undefined gradient.
#define NOTDEF double(-1024.0)
#define NOTDEF double(-1024.0) // Label for pixels with undefined gradient.
#define NOTUSED 0 // Label for pixels not used in yet.
#define USED 1 // Label for pixels already used in detection.

@ -0,0 +1,212 @@
#include "test_precomp.hpp"
#include <vector>
using namespace cv;
using namespace std;
const Size img_size(640, 480);
class LSDBase : public testing::Test
{
public:
LSDBase() {};
protected:
Mat test_image;
vector<Vec4i> lines;
void GenerateWhiteNoise(Mat& image);
void GenerateConstColor(Mat& image);
void GenerateLines(Mat& image, const unsigned int numLines);
void GenerateRotatedRect(Mat& image);
virtual void SetUp();
};
class LSD_ADV: public LSDBase
{
public:
LSD_ADV() {};
protected:
};
class LSD_STD: public LSDBase
{
public:
LSD_STD() {};
protected:
};
class LSD_NONE: public LSDBase
{
public:
LSD_NONE() {};
protected:
};
void LSDBase::GenerateWhiteNoise(Mat& image)
{
image = Mat(img_size, CV_8UC1);
RNG rng(getTickCount());
rng.fill(image, RNG::UNIFORM, 0, 256);
}
void LSDBase::GenerateConstColor(Mat& image)
{
RNG rng(getTickCount());
image = Mat(img_size, CV_8UC1, Scalar::all(rng.uniform(0, 256)));
}
void LSDBase::GenerateLines(Mat& image, const unsigned int numLines)
{
RNG rng(getTickCount());
image = Mat(img_size, CV_8UC1, Scalar::all(rng.uniform(0, 128)));
for(unsigned int i = 0; i < numLines; ++i)
{
int y = rng.uniform(10, img_size.width - 10);
Point p1(y, 10);
Point p2(y, img_size.height - 10);
line(image, p1, p2, Scalar(255), 1);
}
}
void LSDBase::GenerateRotatedRect(Mat& image)
{
RNG rng(getTickCount());
image = Mat::zeros(img_size, CV_8UC1);
Point center(rng.uniform(img_size.width/4, img_size.width*3/4),
rng.uniform(img_size.height/4, img_size.height*3/4));
Size rect_size(rng.uniform(img_size.width/8, img_size.width/6),
rng.uniform(img_size.height/8, img_size.height/6));
float angle = rng.uniform(0, 360);
Point2f vertices[4];
RotatedRect rRect = RotatedRect(center, rect_size, angle);
rRect.points(vertices);
for (int i = 0; i < 4; i++)
{
line(image, vertices[i], vertices[(i + 1) % 4], Scalar(255));
}
}
void LSDBase::SetUp()
{
lines.clear();
test_image = Mat();
}
TEST_F(LSD_ADV, whiteNoise)
{
GenerateWhiteNoise(test_image);
LSD detector(LSD_REFINE_ADV);
detector.detect(test_image, lines);
ASSERT_GE(40, lines.size());
}
TEST_F(LSD_ADV, constColor)
{
GenerateConstColor(test_image);
LSD detector(LSD_REFINE_ADV);
detector.detect(test_image, lines);
ASSERT_EQ(0, lines.size());
}
TEST_F(LSD_ADV, lines)
{
const int numOfLines = 3;
GenerateLines(test_image, numOfLines);
LSD detector(LSD_REFINE_ADV);
detector.detect(test_image, lines);
ASSERT_EQ(numOfLines * 2, lines.size()); // * 2 because of Gibbs effect
}
TEST_F(LSD_ADV, rotatedRect)
{
GenerateRotatedRect(test_image);
LSD detector(LSD_REFINE_ADV);
detector.detect(test_image, lines);
ASSERT_LE(4, lines.size());
}
TEST_F(LSD_STD, whiteNoise)
{
GenerateWhiteNoise(test_image);
LSD detector(LSD_REFINE_STD);
detector.detect(test_image, lines);
ASSERT_GE(50, lines.size());
}
TEST_F(LSD_STD, constColor)
{
GenerateConstColor(test_image);
LSD detector(LSD_REFINE_STD);
detector.detect(test_image, lines);
ASSERT_EQ(0, lines.size());
}
TEST_F(LSD_STD, lines)
{
const int numOfLines = 3; //1
GenerateLines(test_image, numOfLines);
LSD detector(LSD_REFINE_STD);
detector.detect(test_image, lines);
ASSERT_EQ(numOfLines * 2, lines.size()); // * 2 because of Gibbs effect
}
TEST_F(LSD_STD, rotatedRect)
{
GenerateRotatedRect(test_image);
LSD detector(LSD_REFINE_STD);
detector.detect(test_image, lines);
ASSERT_EQ(8, lines.size());
}
TEST_F(LSD_NONE, whiteNoise)
{
GenerateWhiteNoise(test_image);
LSD detector(LSD_REFINE_NONE);
detector.detect(test_image, lines);
ASSERT_GE(50, lines.size());
}
TEST_F(LSD_NONE, constColor)
{
GenerateConstColor(test_image);
LSD detector(LSD_REFINE_NONE);
detector.detect(test_image, lines);
ASSERT_EQ(0, lines.size());
}
TEST_F(LSD_NONE, lines)
{
const int numOfLines = 3; //1
GenerateLines(test_image, numOfLines);
LSD detector(LSD_REFINE_NONE);
detector.detect(test_image, lines);
ASSERT_EQ(numOfLines * 2, lines.size()); // * 2 because of Gibbs effect
}
TEST_F(LSD_NONE, rotatedRect)
{
GenerateRotatedRect(test_image);
LSD detector(LSD_REFINE_NONE);
detector.detect(test_image, lines);
ASSERT_EQ(8, lines.size());
}
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