Implementation of SelectiveSearch using python OpenCV

Let’s Manually build the Region for SelectiveSearch

Importing Libraries

Python3

# importing necessary libraries
import cv2
import selectivesearch
import matplotlib.pyplot as plt

Creation of bounding boxes Manually

Python3

# Load the image
image_path = 'img_1.jpg'
image = cv2.imread(image_path)
# Define bounding box coordinates (x, y, width, height)
bounding_boxes = [
    (100, 50, 200, 150),  # Example bounding box 1
    (300, 200, 150, 100),  # Example bounding box 2
    # Add more bounding boxes as needed
]
 
# Draw bounding boxes on the image
for (x, y, w, h) in bounding_boxes:
    cv2.rectangle(image, (x, y), (x + w, y + h), (0, 255, 0), 2)
 
# Display the image with bounding boxes
cv2_imshow(image)
 
# Wait for a key press and close the window
cv2.waitKey(0)
cv2.destroyAllWindows()

Output:

This bit of code shows how to load and display a picture with bounding boxes drawn around key areas. It specifies bounding boxes as tuples of (x, y, width, and height) coordinates and uses the OpenCV library (cv2) to read an image. The next step is to use cv2.rectangle() to create green rectangles around each location of interest on the image when the code loops over the list of bounding boxes. After using cv2_imshow() to display the image with bounding boxes, the software waits for a key press before destroying all open windows and releasing resources using cv2.waitKey(0) and cv2.destroyAllWindows().

OpenCV Selective Search For Object Detection

OpenCV is a Python library that is used to study images and video streams. It basically extracts the pixels from the images and videos (stream of image) so as to study the objects and thus obtain what they contain. It contains low-level image processing and high-level algorithms for object detection, feature matching etc.

In this article, we will dive into a computer vision technique i.e. selective search for Object Detection in OpenCV.

Table of Content

Object Detection
Selective Search
Implementation of SelectiveSearch using python OpenCV
Selective Search using Region proposals

Tags:

#AI-ML-DS With Python #Computer Vision #Python-OpenCV #AI-ML-DS #Computer Vision

Selective Search

Selective Search using Region proposals

Implementation of SelectiveSearch using python OpenCV

Let’s Manually build the Region for SelectiveSearch

Importing Libraries

Python3

Creation of bounding boxes Manually

Python3

OpenCV Selective Search For Object Detection

Table of Content

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