An Introduction to Variational Calculus: Applications in Image Processing (變分法導論:在影像處理中的應用)

Montegranario, Hebert

  • 出版商: Springer
  • 出版日期: 2025-02-14
  • 售價: $2,680
  • 貴賓價: 9.5$2,546
  • 語言: 英文
  • 頁數: 149
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3031772695
  • ISBN-13: 9783031772696
  • 相關分類: 微積分 Calculus
  • 尚未上市,無法訂購

相關主題

商品描述

This textbook introduces variational calculus and regularization methods for inverse problems, seamlessly blending classical concepts with contemporary computational applications, particularly in the field of image processing.

The classical perspective draws upon foundational topics explored by pioneers such as Euler and Lagrange, establishing a solid theoretical groundwork. In recent decades, the advent of disciplines such as computer vision has expanded the horizons of variational calculus, showcasing its effectiveness in addressing complex problems that necessitate computational solutions. Consequently, this book places a strong emphasis on the synergy between mathematical theory, practical applications, and algorithmic development.

To ensure the text is comprehensive and accessible, essential principles of functional analysis and Fourier analysis are incorporated, facilitating a deeper and more nuanced understanding of the applications presented. Covering both classic and more recent aspects of variational calculus, this book suggests that many topics of modern technology such as computer vision, robotics and especially digital image processing can be formulated in terms of variational problems.

商品描述(中文翻譯)

本教科書介紹了變分微積分和逆問題的正則化方法,無縫結合了經典概念與當代計算應用,特別是在影像處理領域。

經典觀點基於歐拉和拉格朗日等先驅所探討的基礎主題,建立了堅實的理論基礎。在近幾十年中,計算機視覺等學科的興起擴展了變分微積分的視野,展示了其在解決需要計算解決方案的複雜問題中的有效性。因此,本書強調數學理論、實際應用和演算法開發之間的協同作用。

為了確保文本的全面性和可及性,書中融入了功能分析和傅立葉分析的基本原則,促進對所呈現應用的更深入和更細緻的理解。本書涵蓋了變分微積分的經典和較新方面,並指出許多現代技術主題,如計算機視覺、機器人技術,尤其是數位影像處理,都可以用變分問題來表述。

作者簡介

Hebert Montegranario is an applied mathematician and computational scientist, currently serving as a professor at the Antioquia University, Medellín, Colombia. He holds a Ph.D. in Engineering from Universidad Nacional de Colombia, with a research focus on image processing, computer vision, and machine learning. Dr. Montegranario has extensive expertise in numerical analysis, scientific computing, and software design. He has authored several academic papers and a book on variational regularization of 3D data, showcasing his contributions to the field.

作者簡介(中文翻譯)

Hebert Montegranario 是一位應用數學家和計算科學家,目前擔任哥倫比亞麥德林安提奧基亞大學的教授。他擁有哥倫比亞國立大學的工程博士學位,研究重點為影像處理、計算機視覺和機器學習。Montegranario 博士在數值分析、科學計算和軟體設計方面擁有豐富的專業知識。他已發表多篇學術論文及一本關於 3D 數據變分正則化的書籍,展示了他在該領域的貢獻。