I'm trying to perform orientation estimation on an input image in OpenCV. I used sobel function to get gradients of the image, and used another function called calculateOrientations
, which I found on the internet, to calculate orientations.
The code is as follows:
void computeGradient(cv::Mat inputImg)
{
// Gradient X
cv::Sobel(inputImg, grad_x, CV_16S, 1, 0, 5, 1, 0, cv::BORDER_DEFAULT);
cv::convertScaleAbs(grad_x, abs_grad_x);
// Gradient Y
cv::Sobel(inputImg, grad_y, CV_16S, 0, 1, 5, 1, 0, cv::BORDER_DEFAULT);
cv::convertScaleAbs(grad_y, abs_grad_y);
// convert from CV_8U to CV_32F
abs_grad_x.convertTo(abs_grad_x2, CV_32F, 1. / 255);
abs_grad_y.convertTo(abs_grad_y2, CV_32F, 1. / 255);
// calculate orientations
calculateOrientations(abs_grad_x2, abs_grad_y2);
}
void calculateOrientations(cv::Mat gradientX, cv::Mat gradientY)
{
// Create container element
orientation = cv::Mat(gradientX.rows, gradientX.cols, CV_32F);
// Calculate orientations of gradients --> in degrees
// Loop over all matrix values and calculate the accompagnied orientation
for (int i = 0; i < gradientX.rows; i++){
for (int j = 0; j < gradientX.cols; j++){
// Retrieve a single value
float valueX = gradientX.at<float>(i, j);
float valueY = gradientY.at<float>(i, j);
// Calculate the corresponding single direction, done by applying the arctangens function
float result = cv::fastAtan2(valueX, valueY);
// Store in orientation matrix element
orientation.at<float>(i, j) = result;
}
}
}
Now, I need to make sure whether the obtained orientation is correct or not. For that I want to draw arrows for each block of size 5x5 on the orientation matrix. Could someone advice me on how to draw arrows on this? Thank you.