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edge-linking-using-hough-transformm's Introduction

Edge-Linking-using-Hough-Transformm

Aim:

To write a Python program to detect the lines using Hough Transform.

Software Required:

Anaconda - Python 3.7

Algorithm:

Step1:

Import all the necessary modules for the program.

Step2:

Load a image using imread() from cv2 module.

Step3:

Convert the image to grayscale.

Step4:

Using Canny operator from cv2,detect the edges of the image.

Step5:

Using the HoughLinesP(),detect line co-ordinates for every points in the images.Using For loop,draw the lines on the found co-ordinates.Display the image.

Program:

DEVELOPED BY: DELLI PRIYA L
REG NO: 212222230029

Read image and convert it to grayscale image

import numpy as np
import cv2
import matplotlib.pyplot as plt
img=cv2.imread("car.png",0)
img_c=cv2.imread("car.png",1)
img_c=cv2.cvtColor(img_c,cv2.COLOR_BGR2RGB)
gray=cv2.cvtColor(img,cv2.COLOR_GRAY2RGB)
gray = cv2.GaussianBlur(gray,(3,3),0)
plt.figure(figsize=(13,13))
plt.subplot(1,2,1)
plt.imshow(img_c)
plt.title("Original Image")
plt.axis("off")
plt.subplot(1,2,2)
plt.imshow(gray)
plt.title("Gray Image")
plt.axis("off")
plt.show()

325715627-c0375db5-220b-495c-9cb7-ca3f7fd9fb01

Find the edges in the image using canny detector and display

canny=cv2.Canny(gray,120,150)
plt.imshow(canny)
plt.title("Canny Edge Detector")
plt.axis("off")
plt.show()

325715904-89dbc795-cfc0-4afe-a6d3-89d851b7c587

Detect points that form a line using HoughLinesP

lines=cv2.HoughLinesP(canny,1,np.pi/180,threshold=80,minLineLength=50,maxLineGap=250)

Draw lines on the image

for line in lines:
    x1,y1,x2,y2=line[0]
    cv2.line(img_c,(x1,y1),(x2,y2),(255,0,0),3)

Display the result of Hough transform

plt.imshow(img_c)
plt.title("Result Image")
plt.axis("off")
plt.show()

325716272-1605ac05-3172-4acd-8ed9-f7ebe0042b7d

Result:

Thus the program is written with python and OpenCV to detect lines using Hough transform.

edge-linking-using-hough-transformm's People

Contributors

priya-loganathan avatar swedha333 avatar

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