{ "cells": [ { "cell_type": "markdown", "id": "90f86e47", "metadata": {}, "source": [ "# 1. Image Loading and Display:\n", "Loading and displaying images is often the first step in computer vision tasks." ] }, { "cell_type": "code", "execution_count": 35, "id": "40ba4372", "metadata": {}, "outputs": [], "source": [ "import cv2\n", "\n", "# Load an image\n", "image = cv2.imread('image01.jpg')\n", "\n", "# Display the image\n", "cv2.imshow('Image', image)\n", "cv2.waitKey(0)\n", "cv2.destroyAllWindows()\n" ] }, { "cell_type": "code", "execution_count": 36, "id": "1cd3ddf2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Display images using matplotlib\n", "import matplotlib.pyplot as plt\n", "plt.imshow(image)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e81f6a7d", "metadata": {}, "source": [ "# 2. Image Preprocessing:\n", "Preprocessing involves operations like resizing, converting to grayscale, and applying filters to prepare images for further analysis." ] }, { "cell_type": "code", "execution_count": 37, "id": "68bb5d74", "metadata": {}, "outputs": [], "source": [ "import cv2\n", "\n", "# Read an image\n", "image = cv2.imread('image01.jpg')\n", "\n", "# Convert to grayscale\n", "gray_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n", "\n", "# Resize image\n", "resized_image = cv2.resize(image, (300, 200))\n", "\n", "# Apply Gaussian blur\n", "blurred_image = cv2.GaussianBlur(gray_image, (5, 5), 0)\n", "\n", "# Display preprocessed images\n", "cv2.imshow('Gray Image', gray_image)\n", "cv2.imshow('Resized Image', resized_image)\n", "cv2.imshow('Blurred Image', blurred_image)\n", "cv2.waitKey(0)\n", "cv2.destroyAllWindows()\n" ] }, { "cell_type": "markdown", "id": "05843c56", "metadata": {}, "source": [ "\n", "Image processing involves manipulating images to enhance features or extract useful information.\n", "OpenCVprovides various functions for image processing tasks such as filtering, edge detection, and morphology operations.\n" ] }, { "cell_type": "code", "execution_count": 38, "id": "b7b7cc85", "metadata": {}, "outputs": [], "source": [ "import cv2\n", "import numpy as np\n", "\n", "# Read image\n", "image = cv2.imread('image01.jpg', 0) # Read as grayscale\n", "\n", "# Apply Canny edge detection\n", "edges = cv2.Canny(image, 100, 200)\n", "\n", "# Display original and edge-detected image\n", "cv2.imshow('Original Image', image)\n", "cv2.imshow('Edge Detection', edges)\n", "cv2.waitKey(0)\n", "cv2.destroyAllWindows()\n" ] }, { "cell_type": "markdown", "id": "34a3dc64", "metadata": {}, "source": [ "# 3. Object Detection and Recognition:\n", " \n", "Object detection involves identifying objects within images or videos, often by drawing bounding boxes around them. OpenCV provides pre-trained models and methods for object detection.\n", "\n", "Example: Face Detection" ] }, { "cell_type": "code", "execution_count": 20, "id": "363db567", "metadata": {}, "outputs": [], "source": [ "import cv2\n", "\n", "# Load pre-trained face detection model\n", "face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + 'haarcascade_frontalface_default.xml')\n", "\n", "# Read image\n", "image = cv2.imread('faces.jpg')\n", "\n", "# Convert to grayscale\n", "gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n", "\n", "# Detect faces\n", "faces = face_cascade.detectMultiScale(gray, 1.3, 5)\n", "\n", "# Draw bounding boxes around faces\n", "for (x, y, w, h) in faces:\n", " cv2.rectangle(image, (x, y), (x+w, y+h), (255, 0, 0), 2)\n", "\n", "# Create a window and display the image\n", "cv2.namedWindow('Face Detection', cv2.WINDOW_NORMAL) # WINDOW_NORMAL allows resizing\n", "cv2.imshow('Face Detection', image)\n", "\n", "# Set the position of the window\n", "cv2.moveWindow('Face Detection', 100, 100) # Adjust the values according to your preference\n", "\n", "# Wait for any key to be pressed\n", "cv2.waitKey(0)\n", "\n", "# Close all OpenCV windows\n", "cv2.destroyAllWindows()\n", "\n" ] }, { "cell_type": "markdown", "id": "cbf4e35f", "metadata": {}, "source": [ "# 4. Feature Detection and Description:\n", "\n", "Feature detection algorithms identify keypoints in an image, while description algorithms compute descriptors for these keypoints." ] }, { "cell_type": "code", "execution_count": 21, "id": "a0474a0c", "metadata": {}, "outputs": [], "source": [ "import cv2\n", "\n", "# Read images\n", "image1 = cv2.imread('image01.jpg')\n", "image2 = cv2.imread('image01a.jpg')\n", "\n", "# Initialize ORB detector\n", "orb = cv2.ORB_create()\n", "\n", "# Find keypoints and descriptors\n", "kp1, des1 = orb.detectAndCompute(image1, None)\n", "kp2, des2 = orb.detectAndCompute(image2, None)\n", "\n", "# Draw keypoints\n", "img_kp1 = cv2.drawKeypoints(image1, kp1, None, color=(0, 255, 0), flags=0)\n", "img_kp2 = cv2.drawKeypoints(image2, kp2, None, color=(0, 255, 0), flags=0)\n", "\n", "# Display images with keypoints\n", "cv2.imshow('Keypoints Image 1', img_kp1)\n", "cv2.imshow('Keypoints Image 2', img_kp2)\n", "cv2.waitKey(0)\n", "cv2.destroyAllWindows()\n" ] }, { "cell_type": "markdown", "id": "9e374a0f", "metadata": {}, "source": [ "# 5. Feature Matching:\n", "Feature matching algorithms compare descriptors of keypoints between images to find correspondences." ] }, { "cell_type": "code", "execution_count": 23, "id": "35f2f207", "metadata": {}, "outputs": [], "source": [ "import cv2\n", "\n", "# Read images\n", "image1 = cv2.imread('image01.jpg')\n", "image2 = cv2.imread('image01a.jpg')\n", "\n", "# Initialize ORB detector\n", "orb = cv2.ORB_create()\n", "\n", "# Find keypoints and descriptors\n", "kp1, des1 = orb.detectAndCompute(image1, None)\n", "kp2, des2 = orb.detectAndCompute(image2, None)\n", "\n", "# Initialize matcher\n", "bf = cv2.BFMatcher(cv2.NORM_HAMMING, crossCheck=True)\n", "\n", "# Match descriptors\n", "matches = bf.match(des1, des2)\n", "\n", "# Sort matches by distance\n", "matches = sorted(matches, key=lambda x: x.distance)\n", "\n", "# Draw top matches\n", "match_img = cv2.drawMatches(image1, kp1, image2, kp2, matches[:10], None, flags=cv2.DrawMatchesFlags_NOT_DRAW_SINGLE_POINTS)\n", "\n", "# Display matched keypoints\n", "cv2.imshow('Matched Keypoints', match_img)\n", "cv2.waitKey(0)\n", "cv2.destroyAllWindows()\n" ] }, { "cell_type": "markdown", "id": "a030d1c8", "metadata": {}, "source": [ "# 6. Video Processing:\n", "\n", "Video processing involves analyzing and manipulating video streams. OpenCV provides functionalities for reading, writing, and processing video files.\n", "\n", "Example: Video Capture and Display" ] }, { "cell_type": "code", "execution_count": 31, "id": "3a64e718", "metadata": {}, "outputs": [], "source": [ "import cv2\n", "\n", "# Open video capture device (0 for webcam)\n", "cap = cv2.VideoCapture(0)\n", "\n", "# Loop to capture and display frames\n", "while(True):\n", " # Capture frame-by-frame\n", " ret, frame = cap.read()\n", "\n", " # Display the resulting frame\n", " cv2.imshow('Frame', frame)\n", "\n", " # Break the loop if 'q' is pressed\n", " if cv2.waitKey(1) & 0xFF == ord('q'):\n", " break\n", "\n", "# Release the capture device and close windows\n", "cap.release()\n", "cv2.destroyAllWindows()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "75e055dd", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 5 }