Adding borders to your images#
Goal#
In this tutorial you will learn how to:
Use the OpenCV function copyMakeBorder() to set the borders (extra padding to your image).
Theory#
Note
The explanation below belongs to the book Learning OpenCV by Bradski and Kaehler.
In our previous tutorial we learned to use convolution to operate on images. One problem that naturally arises is how to handle the boundaries. How can we convolve them if the evaluated points are at the edge of the image?
What most of OpenCV functions do is to copy a given image onto another slightly larger image and then automatically pads the boundary (by any of the methods explained in the sample code just below). This way, the convolution can be performed over the needed pixels without problems (the extra padding is cut after the operation is done).
In this tutorial, we will briefly explore two ways of defining the extra padding (border) for an image:
BORDER_CONSTANT: Pad the image with a constant value (i.e. black or \(0\)
BORDER_REPLICATE: The row or column at the very edge of the original is replicated to the extra border.
This will be seen more clearly in the Code section.
What does this program do?
Load an image
Let the user choose what kind of padding use in the input image. There are two options:
Constant value border: Applies a padding of a constant value for the whole border. This value will be updated randomly each 0.5 seconds.
Replicated border: The border will be replicated from the pixel values at the edges of the original image.
The user chooses either option by pressing ‘c’ (constant) or ‘r’ (replicate)
The program finishes when the user presses ‘ESC’
Code#
The tutorial code’s is shown lines below.
You can also download it from here
#include "opencv2/imgproc.hpp"
#include "opencv2/imgcodecs.hpp"
#include "opencv2/highgui.hpp"
using namespace cv;
// Declare the variables
Mat src, dst;
int top, bottom, left, right;
int borderType = BORDER_CONSTANT;
const char* window_name = "copyMakeBorder Demo";
RNG rng(12345);
int main( int argc, char** argv )
{
const char* imageName = argc >=2 ? argv[1] : "lena.jpg";
// Loads an image
src = imread( samples::findFile( imageName ), IMREAD_COLOR ); // Load an image
// Check if image is loaded fine
if( src.empty()) {
printf(" Error opening image\n");
printf(" Program Arguments: [image_name -- default lena.jpg] \n");
return -1;
}
// Brief how-to for this program
printf( "\n \t copyMakeBorder Demo: \n" );
printf( "\t -------------------- \n" );
printf( " ** Press 'c' to set the border to a random constant value \n");
printf( " ** Press 'r' to set the border to be replicated \n");
printf( " ** Press 'ESC' to exit the program \n");
namedWindow( window_name, WINDOW_AUTOSIZE );
// Initialize arguments for the filter
top = (int) (0.05*src.rows); bottom = top;
left = (int) (0.05*src.cols); right = left;
for(;;)
{
Scalar value( rng.uniform(0, 255), rng.uniform(0, 255), rng.uniform(0, 255) );
copyMakeBorder( src, dst, top, bottom, left, right, borderType, value );
imshow( window_name, dst );
char c = (char)waitKey(500);
if( c == 27 )
{ break; }
else if( c == 'c' )
{ borderType = BORDER_CONSTANT; }
else if( c == 'r' )
{ borderType = BORDER_REPLICATE; }
}
return 0;
}
You can also download it from here
import org.opencv.core.*;
import org.opencv.highgui.HighGui;
import org.opencv.imgcodecs.Imgcodecs;
import java.util.Random;
class CopyMakeBorderRun {
public void run(String[] args) {
// Declare the variables
Mat src, dst = new Mat();
int top, bottom, left, right;
int borderType = Core.BORDER_CONSTANT;
String window_name = "copyMakeBorder Demo";
Random rng;
String imageName = ((args.length > 0) ? args[0] : "../data/lena.jpg");
// Load an image
src = Imgcodecs.imread(imageName, Imgcodecs.IMREAD_COLOR);
// Check if image is loaded fine
if( src.empty() ) {
System.out.println("Error opening image!");
System.out.println("Program Arguments: [image_name -- default ../data/lena.jpg] \n");
System.exit(-1);
}
// Brief how-to for this program
System.out.println("\n" +
"\t copyMakeBorder Demo: \n" +
"\t -------------------- \n" +
" ** Press 'c' to set the border to a random constant value \n" +
" ** Press 'r' to set the border to be replicated \n" +
" ** Press 'ESC' to exit the program \n");
HighGui.namedWindow( window_name, HighGui.WINDOW_AUTOSIZE );
// Initialize arguments for the filter
top = (int) (0.05*src.rows()); bottom = top;
left = (int) (0.05*src.cols()); right = left;
while( true ) {
rng = new Random();
Scalar value = new Scalar( rng.nextInt(256),
rng.nextInt(256), rng.nextInt(256) );
Core.copyMakeBorder( src, dst, top, bottom, left, right, borderType, value);
HighGui.imshow( window_name, dst );
char c = (char) HighGui.waitKey(500);
c = Character.toLowerCase(c);
if( c == 27 )
{ break; }
else if( c == 'c' )
{ borderType = Core.BORDER_CONSTANT;}
else if( c == 'r' )
{ borderType = Core.BORDER_REPLICATE;}
}
System.exit(0);
}
}
public class CopyMakeBorder {
public static void main(String[] args) {
// Load the native library.
System.loadLibrary(Core.NATIVE_LIBRARY_NAME);
new CopyMakeBorderRun().run(args);
}
}
You can also download it from here
"""
@file copy_make_border.py
@brief Sample code that shows the functionality of copyMakeBorder
"""
import sys
from random import randint
import cv2 as cv
def main(argv):
# First we declare the variables we are going to use
borderType = cv.BORDER_CONSTANT
window_name = "copyMakeBorder Demo"
imageName = argv[0] if len(argv) > 0 else 'lena.jpg'
# Loads an image
src = cv.imread(cv.samples.findFile(imageName), cv.IMREAD_COLOR)
# Check if image is loaded fine
if src is None:
print ('Error opening image!')
print ('Usage: copy_make_border.py [image_name -- default lena.jpg] \n')
return -1
# Brief how-to for this program
print ('\n'
'\t copyMakeBorder Demo: \n'
' -------------------- \n'
' ** Press \'c\' to set the border to a random constant value \n'
' ** Press \'r\' to set the border to be replicated \n'
' ** Press \'ESC\' to exit the program ')
cv.namedWindow(window_name, cv.WINDOW_AUTOSIZE)
# Initialize arguments for the filter
top = int(0.05 * src.shape[0]) # shape[0] = rows
bottom = top
left = int(0.05 * src.shape[1]) # shape[1] = cols
right = left
while 1:
value = [randint(0, 255), randint(0, 255), randint(0, 255)]
dst = cv.copyMakeBorder(src, top, bottom, left, right, borderType, None, value)
cv.imshow(window_name, dst)
c = cv.waitKey(500)
if c == 27:
break
elif c == 99: # 99 = ord('c')
borderType = cv.BORDER_CONSTANT
elif c == 114: # 114 = ord('r')
borderType = cv.BORDER_REPLICATE
return 0
if __name__ == "__main__":
main(sys.argv[1:])
Explanation#
Declare the variables#
First we declare the variables we are going to use:
# First we declare the variables we are going to use
borderType = cv.BORDER_CONSTANT
window_name = "copyMakeBorder Demo"
Especial attention deserves the variable rng which is a random number generator. We use it to generate the random border color, as we will see soon.
Load an image#
As usual we load our source image src:
const char* imageName = argc >=2 ? argv[1] : "lena.jpg";
// Loads an image
src = imread( samples::findFile( imageName ), IMREAD_COLOR ); // Load an image
// Check if image is loaded fine
if( src.empty()) {
printf(" Error opening image\n");
printf(" Program Arguments: [image_name -- default lena.jpg] \n");
return -1;
}
String imageName = ((args.length > 0) ? args[0] : "../data/lena.jpg");
// Load an image
src = Imgcodecs.imread(imageName, Imgcodecs.IMREAD_COLOR);
// Check if image is loaded fine
if( src.empty() ) {
System.out.println("Error opening image!");
System.out.println("Program Arguments: [image_name -- default ../data/lena.jpg] \n");
System.exit(-1);
}
imageName = argv[0] if len(argv) > 0 else 'lena.jpg'
# Loads an image
src = cv.imread(cv.samples.findFile(imageName), cv.IMREAD_COLOR)
# Check if image is loaded fine
if src is None:
print ('Error opening image!')
print ('Usage: copy_make_border.py [image_name -- default lena.jpg] \n')
return -1
Create a window#
After giving a short intro of how to use the program, we create a window:
namedWindow( window_name, WINDOW_AUTOSIZE );
HighGui.namedWindow( window_name, HighGui.WINDOW_AUTOSIZE );
cv.namedWindow(window_name, cv.WINDOW_AUTOSIZE)
Initialize arguments#
Now we initialize the argument that defines the size of the borders (top, bottom, left and right). We give them a value of 5% the size of src.
// Initialize arguments for the filter
top = (int) (0.05*src.rows); bottom = top;
left = (int) (0.05*src.cols); right = left;
// Initialize arguments for the filter
top = (int) (0.05*src.rows()); bottom = top;
left = (int) (0.05*src.cols()); right = left;
# Initialize arguments for the filter
top = int(0.05 * src.shape[0]) # shape[0] = rows
bottom = top
left = int(0.05 * src.shape[1]) # shape[1] = cols
right = left
Loop#
The program runs in an infinite loop while the key ESC isn’t pressed. If the user presses ‘c’ or ‘r’, the borderType variable takes the value of BORDER_CONSTANT or BORDER_REPLICATE respectively:
char c = (char)waitKey(500);
if( c == 27 )
{ break; }
else if( c == 'c' )
{ borderType = BORDER_CONSTANT; }
else if( c == 'r' )
{ borderType = BORDER_REPLICATE; }
char c = (char) HighGui.waitKey(500);
c = Character.toLowerCase(c);
if( c == 27 )
{ break; }
else if( c == 'c' )
{ borderType = Core.BORDER_CONSTANT;}
else if( c == 'r' )
{ borderType = Core.BORDER_REPLICATE;}
c = cv.waitKey(500)
if c == 27:
break
elif c == 99: # 99 = ord('c')
borderType = cv.BORDER_CONSTANT
elif c == 114: # 114 = ord('r')
borderType = cv.BORDER_REPLICATE
Random color#
In each iteration (after 0.5 seconds), the random border color (value) is updated…
Scalar value( rng.uniform(0, 255), rng.uniform(0, 255), rng.uniform(0, 255) );
value = [randint(0, 255), randint(0, 255), randint(0, 255)]
This value is a set of three numbers picked randomly in the range \([0,255]\).
Form a border around the image#
Finally, we call the function copyMakeBorder() to apply the respective padding:
copyMakeBorder( src, dst, top, bottom, left, right, borderType, value );
Core.copyMakeBorder( src, dst, top, bottom, left, right, borderType, value);
dst = cv.copyMakeBorder(src, top, bottom, left, right, borderType, None, value)
The arguments are:
src: Source image
dst: Destination image
top, bottom, left, right: Length in pixels of the borders at each side of the image. We define them as being 5% of the original size of the image.
borderType: Define what type of border is applied. It can be constant or replicate for this example.
value: If borderType is BORDER_CONSTANT, this is the value used to fill the border pixels.
Display the results#
We display our output image in the image created previously
Results#
After compiling the code above, you can execute it giving as argument the path of an image. The result should be:
By default, it begins with the border set to BORDER_CONSTANT. Hence, a succession of random colored borders will be shown.
If you press ‘r’, the border will become a replica of the edge pixels.
If you press ‘c’, the random colored borders will appear again
If you press ‘ESC’ the program will exit.
Below some screenshot showing how the border changes color and how the BORDER_REPLICATE option looks:
