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Image Pyramids

程序员文章站 2022-07-07 22:53:34
...
There are two common kinds of image pyramids:
Gaussian pyramid: Used to downsample images
Laplacian pyramid: Used to reconstruct an upsampled image from an image lower in the pyramid (with
less resolution)

• In this tutorial we’ll use the Gaussian pyramid

Imagine the pyramid as a set of layers in which the higher the layer, the smaller the size.
Image Pyramids
Image Pyramids

Notice that it is important that the input image can be divided by a factor of two (in both dimensions).
Otherwise, an error will be shown.

Finally, we update the input image tmp with the current image displayed, so the subsequent operations

are performed on it.


#include <opencv.hpp>

using namespace cv;
/// Global variables
Mat src, dst, tmp;
char* window_name = "Pyramids Demo";
/**
* @function main
*/
int main(int argc, char** argv)
{
	/// General instructions
	printf("\n Zoom In-Out demo \n ");
	printf("------------------ \n");
	printf(" * [u] -> Zoom in \n");
	printf(" * [d] -> Zoom out \n");
	printf(" * [ESC] -> Close program \n \n");
	/// Test image - Make sure it s divisible by 2^{n}
	src = imread("beauty.jpg");
	if (!src.data)
	{
		printf(" No data! -- Exiting the program \n");
		return -1;
	}
	tmp = src;
	dst = tmp;
	/// Create window
	namedWindow(window_name, CV_WINDOW_AUTOSIZE);
	imshow(window_name, dst);
	/// Loop
	while (true)
	{
		int c;
		c = waitKey(10);
		if ((char)c == 27)
		{
			break;
		}
		if ((char)c == 'u')
		{
			pyrUp(tmp, dst, Size(tmp.cols * 2, tmp.rows * 2));
			printf("** Zoom In: Image x 2 \n");
		}
		else if ((char)c == 'd')
		{
			pyrDown(tmp, dst, Size(tmp.cols / 2, tmp.rows / 2));
			printf("** Zoom Out: Image / 2 \n");
		}
		imshow(window_name, dst);
		tmp = dst;
	}
	return 0;
}


beauty.jpg

Image Pyramids

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