opencv中的標準霍夫線變換(HoughLines)和統計霍夫變換(HoughLinesP)
一、下面首先對HoughLines函式進行講解:
void HoughLines(InputArray image, OutputArray lines, double rho, double theta, int threshold, double srn=0, double stn=0, double min_theta=0, double max_theta=CV_PI )
Parameters:
1、image – 8-bit, single-channel binary source image. The image may be modified by the function.
輸入的影象應該是8為單通道二值影象
2、lines—Output vector of lines. Each line is represented by a two-element vector (\rho, \theta) . \rho is the distance from the coordinate origin (0,0) (top-left corner of the image). \theta is the line rotation angle in radians ( 0 \sim \textrm{vertical line},
\pi/2 \sim \textrm{horizontal line} ).
輸出的直線,lines代表的是一個容器,包含(\rho, \theta)的容器
3、rho – Distance resolution of the accumulator in pixels.
極徑引數的距離解析度
4、theta – Angle resolution of the accumulator in radians.
極角引數的角度解析度
5、threshold – Accumulator threshold parameter. Only those lines are returned that get enough votes (>\texttt{threshold} ).
設定的閾值,大於此閾值的交點,才會被認為是一條直線
之後幾個引數可以用預設值
6、srn – For the multi-scale Hough transform, it is a divisor for the distance resolution rho . The coarse accumulator distance resolution is rho and the accurate accumulator resolution is rho/srn . If bothsrn=0 and stn=0 , the classical Hough transform is used.
Otherwise, both these parameters should be positive.
7、stn – For the multi-scale Hough transform, it is a divisor for the distance resolution theta.
min_theta – For standard and multi-scale Hough transform, minimum angle to check for lines. Must fall between 0 and max_theta./
8、max_theta – For standard and multi-scale Hough transform, maximum angle to check for lines. Must fall between min_theta and CV_PI.
之後幾個引數可以用預設值
二、下面首先對HoughLinesP函式進行講解:
void HoughLinesP(InputArray image, OutputArray lines, double rho, double theta, int threshold, doubleminLineLength=0, double maxLineGap=0 )
Parameters:
1、image – 8-bit, single-channel binary source image. The image may be modified by the function.
輸入的影象應該是8為單通道二值影象
2、lines – Output vector of lines. Each line is represented by a 4-element vector (x_1, y_1, x_2, y_2) , where(x_1,y_1) and (x_2, y_2) are the ending points of each detected line segment.
rho – Distance resolution of the accumulator in pixels.
輸出的向量。輸出的兩點是線段的兩個端點
3、rho – Distance resolution of the accumulator in pixels.
極徑引數的距離解析度
4、theta – Angle resolution of the accumulator in radians.
極角引數的角度解析度
5、threshold – Accumulator threshold parameter. Only those lines are returned that get enough votes (>\texttt{threshold} ).
設定的閾值,大於此閾值的交點,才會被認為是一條直線
6、minLineLength – Minimum line length. Line segments shorter than that are rejected.
線段的最小長度
7、maxLineGap – Maximum allowed gap between points on the same line to link them.
點到直線被允許的最大距離
三、對程式碼進行講解
if 0
vector lines;
HoughLines(dst, lines, 1, CV_PI/180, 100, 0, 0 );
for( size_t i = 0; i < lines.size(); i++ )
{
float rho = lines[i][0], theta = lines[i][1];
Point pt1, pt2;
double a = cos(theta), b = sin(theta);
double x0 = a*rho, y0 = b*rho;
pt1.x = cvRound(x0 + 1000*(-b));
pt1.y = cvRound(y0 + 1000*(a));
pt2.x = cvRound(x0 - 1000*(-b));
pt2.y = cvRound(y0 - 1000*(a));
line( cdst, pt1, pt2, Scalar(0,0,255), 3, CV_AA);
}
#else
vector lines;
HoughLinesP(dst, lines, 1, CV_PI/180, 50, 50, 10 );
for( size_t i = 0; i < lines.size(); i++ )
{
Vec4i l = lines[i];
line( cdst, Point(l[0], l[1]), Point(l[2], l[3]), Scalar(0,0,255), 3, CV_AA);
}
#endif
imshow(“source”, src);
imshow(“detected lines”, cdst);
waitKey();
return 0;
}
1、c++中 Vector 是一個類模板。不是一種資料型別。 Vector是一種資料型別。
2、 typedef vec<uchar, 2> Vec2b;
typedef vec<uchar, 3> Vec3b;
typedef vec<uchar, 4> Vec4b;
typedef vec<short, 2> Vec2s;
typedef vec<short, 3> Vec3s;
typedef vec<short, 4> Vec4s;
typedef vec<int, 2> Vec2i;
typedef vec<int, 3> Vec3i;
typedef vec<int, 4> Vec4i;
typedef vec<float, 2> Vec2f;
typedef vec<float, 3> Vec3f;
typedef vec<float, 4> Vec4f;
typedef vec<float, 6> Vec6f;
typedef vec<double, 2> Vec2d;
typedef vec<double, 3> Vec3d;
typedef vec<double, 4> Vec4d;
typedef vec<double, 6> Vec6d;
3、函式講解:
float rho = lines[i][0], theta = lines[i][1]; //返回極徑和極角
Point pt1, pt2;
double a = cos(theta), b = sin(theta); //確定cos和sin的值
double x0 = a*rho, y0 = b*rho; //確定X0和Y0點
pt1.x = cvRound(x0 + 1000*(-b));
pt1.y = cvRound(y0 + 1000*(a));
pt2.x = cvRound(x0 - 1000*(-b));
pt2.y = cvRound(y0 - 1000*(a));
line( cdst, pt1, pt2, Scalar(0,0,255), 3, CV_AA);
通過X0和Y0向上向下個找兩點,確定一條直線。1000只是個數,也可以用其他的數。
4、cvRound
int cvRound (double value) //把浮點數轉化成整數