{"product_id":"computer-vision-with-opencv-and-python-a-comprehensive-hands-on-guide-to-understanding-and-implementing-computer-vision-techniques-using-opencv-and-9798290167176","title":"Computer Vision With Opencv And Python: A Comprehensive, Hands-On Guide To Understanding And Implementing Computer Vision Techniques Using Opencv And","description":"\u003cp\u003e • Author(s): Pythquill Publishing\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Artificial Intelligence - Computer Vision \u0026amp; Pattern Recognit\u003c\/p\u003e\u003cp\u003eYou'll learn\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eSet Up Your Computer Vision Environment: \u003c\/b\u003e Install and configure Python, OpenCV, NumPy, and other essential libraries to create a robust development environment for building computer vision applications.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eMaster Image Processing Fundamentals: \u003c\/b\u003e Gain a deep understanding of digital images, color spaces, and core OpenCV operations like reading, writing, and manipulating pixel data to transform images with precision.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eApply Core Image Manipulation Techniques: \u003c\/b\u003e Implement powerful geometric transformations (scaling, rotation, perspective), pixel-level operations (thresholding, blending), and advanced filtering to enhance and prepare images for analysis.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003ePerform Robust Feature Detection: \u003c\/b\u003e Learn to identify and describe crucial image features such as corners, edges, blobs, and contours using classical techniques like Canny, Harris, and Hough transforms, as well as modern methods like ORB and SIFT.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eMatch Features for Image Analysis: \u003c\/b\u003e Use various feature matching algorithms, including Brute-Force and FLANN, to compare images, stitch panoramas, and find objects in different scenes.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eDetect and Track Objects in Real-Time: \u003c\/b\u003e Apply a range of object detection methods, from traditional Haar Cascades and HOG to modern deep learning models, and use advanced tracking algorithms like Optical Flow and CSRT to follow objects in video streams.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eAnalyze and Process Video Data: \u003c\/b\u003e Learn to capture, read, and write video files, perform motion detection, and apply background subtraction techniques to analyze dynamic scenes.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eLeverage Deep Learning with OpenCV: \u003c\/b\u003e Utilize OpenCV's DNN module to run inference with pre-trained deep learning models for tasks like image classification, object detection (SSD, YOLO), and semantic segmentation without needing a separate framework.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eBuild Complete Computer Vision Projects: \u003c\/b\u003e Integrate multiple skills by following a structured project development lifecycle to build practical applications, such as a document scanner, object counter, or face recognition system.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eCalibrate Cameras for 3D Vision: \u003c\/b\u003e Understand camera models and distortion, then apply calibration techniques to correct lens distortion and explore 3D vision concepts like stereo correspondence.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eOptimize Your Code for Performance: \u003c\/b\u003e Learn best practices for writing efficient OpenCV and NumPy code, including methods for optimization and profiling, to ensure your applications run smoothly.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47577001164951,"sku":"9798290167176","price":2195.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798290167176.webp?v=1774902291","url":"https:\/\/atlanticbooks.com\/products\/computer-vision-with-opencv-and-python-a-comprehensive-hands-on-guide-to-understanding-and-implementing-computer-vision-techniques-using-opencv-and-9798290167176","provider":"Atlantic Books","version":"1.0","type":"link"}