Digital Image Processing Using Python: A comprehensive guide to the fundamentals of digital image processing (English Edition)
暫譯: 使用 Python 的數位影像處理:數位影像處理基礎的全面指南(英文版)

Kashyap, Manish

商品描述

DESCRIPTION

"Digital Image Processing Using Python" offers a comprehensive guide to mastering image processing techniques through practical Python implementations. It equips you with the essential tools and knowledge to manipulate, analyze, and transform digital images using the powerful programming language, Python.

This book offers a comprehensive exploration of digital image processing, combining theoretical foundations with practical applications. Starting with fundamental concepts like image representation and pixel neighborhoods, the book teaches Python programming and essential libraries for image manipulation. It covers a wide range of techniques, including spatial and frequency domain filtering, non-linear processing, noise reduction, wavelet transforms, and binary morphology. Advanced topics such as phase-based processing, multi-resolution analysis, and morphological operations are also explored in depth. The book provides practical examples and exercises to reinforce learning and equip readers with the skills needed to effectively process and analyze digital images for various applications.

By integrating Python code with visual examples, you will gain practical experience and insights that are directly applicable to your work. This approach ensures that you not only learn theoretical concepts but also understand how to implement them effectively in real-world situations.

WHAT YOU WILL LEARN

● Implement image processing techniques using Python libraries and tools.

● Understand core concepts like filtering, segmentation, and enhancement.

● Apply practical Python code to real-world image processing tasks.

● Develop skills to analyze and manipulate digital images effectively.

● Create and visualize image processing algorithms with hands-on examples.

WHO THIS BOOK IS FOR

This book is perfect for undergraduate and master's level students seeking to grasp image processing concepts or professionals working in fields like computer vision, artificial intelligence, or medical imaging.

商品描述(中文翻譯)

描述

《使用 Python 的數位影像處理》提供了一個全面的指南,幫助讀者通過實用的 Python 實作掌握影像處理技術。它為您提供了使用強大的程式語言 Python 操作、分析和轉換數位影像所需的基本工具和知識。

本書全面探討數位影像處理,結合理論基礎與實際應用。從影像表示和像素鄰域等基本概念開始,本書教授 Python 程式設計及影像操作所需的基本函式庫。內容涵蓋廣泛的技術,包括空間和頻率域濾波、非線性處理、降噪、小波變換和二元形態學。進階主題如基於相位的處理、多解析度分析和形態操作也將深入探討。本書提供實用的範例和練習,以加強學習並使讀者具備有效處理和分析數位影像所需的技能,適用於各種應用。

通過將 Python 代碼與視覺範例結合,您將獲得直接應用於工作中的實踐經驗和見解。這種方法確保您不僅學習理論概念,還能理解如何在現實情況中有效地實施這些概念。

您將學到什麼

● 使用 Python 函式庫和工具實作影像處理技術。

● 理解濾波、分割和增強等核心概念。

● 將實用的 Python 代碼應用於現實世界的影像處理任務。

● 發展有效分析和操作數位影像的技能。

● 使用實作範例創建和視覺化影像處理演算法。

本書適合誰

本書非常適合尋求掌握影像處理概念的本科生和碩士生,或在計算機視覺、人工智慧或醫學影像等領域工作的專業人士。