Posted onJun 7, 2021 • Edited onJun 17, 2021

Image Processing(Fun with OpenCV)

#python #opencv

Hello everyone,

In this blog we are going to discuss how we can have fun with OpenCV and at the same time we are going to learn the how we can work on OpenCV.

We are going to perform following task in this blog:

Create an Image using OpenCV
Combine two images using OpenCV
Crop and Swap images

Prerequisites:

Python
OpenCV
Numpy

Before we get started with the task, we should the basic Terminologies that will help you to understand the blog better.

What is OpenCV?

OpenCV is a library that works with almost all programming languages therefor known as cross-platform library which is mainly used forImage Processing that is used inComputer Vision.

OpenCV is used for image processing, Video analyses with feature like face detection and Object detection. OpenCV can also be use for Image creation, Video Creation, Cropping of Image , Image editing and much more.

What is Image Processing?

Image processing is concept or method that is use to perform some operation on an image. Image processing is among rapidly growing technologies.
The processing basically includes the following steps:

Importing the image via acquisition tools
Analysing and manipulating the image
Output in which result can be altered image or report that is based on image analysis

Create an Image using OpenCV

First let me show the image that is created using OpenCV and Python.

There are following component in this image:

Window( black color )
Red color rectangle
White color rectangle
Yellow color rectangle
Text

To create these use the following code:

img1=np.zeros((512,512,3),np.uint8)font=cv2.FONT_HERSHEY_SIMPLEXthickness=-1cv2.rectangle(img1,(80,300),(400,700),(0,0,255),-1)#red reccv2.rectangle(img1,(180,100),(400,700),(255,255,255),-1)# white reccv2.putText(img1,'ARTH',(200,150),font,2,(0,0,255),3,thickness)#ARTHcv2.rectangle(img1,(350,600),(250,400),(0,255,255),-1)#yellow rectcv2.imshow('ARTH',img1)cv2.waitKey(0)cv2.destroyAllWindows()

Now let's understand the code

img1=np.zeros((512,512,3), np.uint8)

It is used to create the window of size (512[rows],512[columns],3[BGR]). The black window in the image is made using it.

np.zeros is use to create an numpy array with the dimensions 512 x 512 as image is just a 3D array so we need to create array .

font=cv2.FONT_HERSHEY_SIMPLEX

It is a font style that is used in text"ARTH"

thickness=-1

With the help of thickness keyword you can decide the thickness of the object.

cv2.rectangle(img1,(80,300),(400,700),(0,0,255),-1)

Hererectangle is a function of the Cv2 module of OpenCV library which is use to create rectangle.

img1 is the window that we created in first step, it contains the values of window.

(80,300) is a coordinates row wise.
(400,700) is a coordinates column wise.

(0,0,255)is a color which is in the format ofBGR(Blue, Green, Red) so here I have value to red therefore we can see the red color.

and the same goes for other rectangles.

cv2.putText(img1,'ARTH',(200,150), font, 2,(0,0,255),3,thickness)

HereputText is the function of the cv2 module of OpenCV which is use to enter text in the image.

img1 is the window where we need to enter the text.

'ARTH' it a text which is entered, you can enter any text that you want.

(200,150) is a coordinate of the image.

font it is variable that contains the font style that we have seen above.

2 is the size of the text.

(0,0,255) is the color of the text, here it is red.

3 tell that we are usingBGR colors.

cv2.imshow('ARTH',img1) , imshow function is use to display the image.

cv2.waitKey(0), waitKey function is use to hold the window to display image until any key is pressed.

cv2.destroyAllWindows(), destroyAllWindows function is use to destroy the window after the key is pressed.

Combine the images using OpenCV

To combine the two image use the code below:

Nitesh=cv2.imread('Nitesh.png')Ronaldo=cv2.imread('ronaldo.png')Nitesh_crop=Nitesh[0:275,0:500]#Croped imagesRonaldo_crop=Ronaldo[0:275,0:500]Image_combine=cv2.hconcat([Nitesh_crop,Ronaldo_crop])cv2.imshow("Combined_image",Image_combine)cv2.waitKey()cv2.destroyAllWindows()

let's understand the code

Here I have used two images, one image is ofmine and other is ofCristiano Ronaldo

Nitesh=cv2.imread('Nitesh.png') , here imread function is use to read the image and the value image is stored in Nitesh variable and same for the ronaldo pic.

Nitesh_crop=Nitesh[0:275,0:500] , here Nitesh image is cropped in the dimension or coordinate rows or y-axis(0:275) and colomns or x-axis(0:500)

Image_combine=cv2.hconcat([Nitesh_crop,Ronaldo_crop]), herehconcat function combine's the image horizontalluy, in save way if you want to combine image vertically then usevconcat ()

other code we have already discussed above. After running the code images will be combined horizontally like image below

Crop and Swap images

To crop and swap pic use the code below

#Reading the imagesNitesh=cv2.imread('Nitesh.png')Ronaldo=cv2.imread('ronaldo.png')cv2.imshow('Nitesh',Nitesh)cv2.imshow('Ronaldo',Ronaldo)cv2.waitKey()cv2.destroyAllWindows()# Cropping and swapping of the image Nitesh -> RonaldoNitesh_crop=Nitesh[70:250,150:350]Ronaldo[70:290,120:300]=cv2.resize(Nitesh_crop,(180,220))cv2.imshow('Nitesh-Swapped-face-with-Ronaldo-Face',Ronaldo)cv2.waitKey()cv2.destroyAllWindows()Nitesh=cv2.imread('Nitesh.png')Ronaldo=cv2.imread('ronaldo.png')#Cropping and Swapping of image Ronaldo ->NiteshRonaldo_crop=Ronaldo[70:290,120:300]Nitesh[70:250,150:350]=cv2.resize(Ronaldo_crop,(200,180))cv2.imshow('Ronaldo-Swapped-Face-With-Nitesh',Nitesh)cv2.waitKey()cv2.destroyAllWindows()

let' understand the code:

Nitesh=cv2.imread('Nitesh.png')Ronaldo=cv2.imread('ronaldo.png')cv2.imshow('Nitesh',Nitesh)cv2.imshow('Ronaldo',Ronaldo)cv2.waitKey()cv2.destroyAllWindows()

This piece of code is use to read and show the pic as we discussed above.
After running this code will have image of Nitesh and Ronaldo as a output.

Now we need to crop and swap a image

# Cropping and swapping of the image Nitesh -> RonaldoNitesh_crop=Nitesh[70:250,150:350]Ronaldo[70:290,120:300]=cv2.resize(Nitesh_crop,(180,220))cv2.imshow('Nitesh-Swapped-face-with-Ronaldo-Face',Ronaldo)cv2.waitKey()cv2.destroyAllWindows()

*Nitesh_crop = Nitesh[70:250,150:350] *, here Nitesh pic is cropped.

Ronaldo[70:290,120:300] = cv2.resize(Nitesh_crop, (180, 220))
here Ronaldo images are swapped andresize function is use to resize the array to the require size so that it can be swapped.

After running this code we will have image ofRonaldo with face ofNitesh

In the same wayRonaldo face is swapped with theNitesh face by using the same code which was used above

#Cropping and Swapping of image Ronaldo ->NiteshRonaldo_crop=Ronaldo[70:290,120:300]Nitesh[70:250,150:350]=cv2.resize(Ronaldo_crop,(200,180))cv2.imshow('Ronaldo-Swapped-Face-With-Nitesh',Nitesh)cv2.waitKey()cv2.destroyAllWindows()