Digital Image Processing with C++: Implementing Reference Algorithms with the Cimg Library
暫譯: 使用 C++ 的數位影像處理:利用 Cimg 函式庫實作參考演算法

Tschumperle, David, Tilmant, Christophe, Barra, Vincent

相關主題

商品描述

Digital Image Processing with C++ presents the theory of digital image processing, and implementations of algorithms using a dedicated library. Processing a digital image means transforming its content (denoising, stylizing, etc.), or extracting information to solve a given problem (object recognition, measurement, motion estimation, etc.). This book presents the mathematical theories underlying digital image processing, as well as their practical implementation through examples of algorithms implemented in the C++ language, using the free and easy-to-use CImg library.

Chapters cover in a broad way the field of digital image processing and proposes practical and functional implementations of each method theoretically described. The main topics covered include filtering in spatial and frequency domains, mathematical morphology, feature extraction and applications to segmentation, motion estimation, multispectral image processing and 3D visualization.

Students or developers wishing to discover or specialize in this discipline, teachers and researchers wishing to quickly prototype new algorithms, or develop courses, will all find in this book material to discover image processing or deepen their knowledge in this field.

商品描述(中文翻譯)

《使用 C++ 的數位影像處理》介紹了數位影像處理的理論,以及使用專用函式庫實作演算法。處理數位影像意味著轉換其內容(去噪、風格化等),或提取資訊以解決特定問題(物件識別、測量、運動估計等)。本書呈現了數位影像處理的數學理論,以及透過在 C++ 語言中實作的演算法範例進行的實際應用,使用免費且易於使用的 CImg 函式庫。

各章節廣泛涵蓋數位影像處理領域,並提出每種理論描述方法的實用和功能性實作。主要主題包括空間和頻率域的濾波、數學形態學、特徵提取及其在分割、運動估計、多光譜影像處理和 3D 可視化中的應用。

希望探索或專精於此領域的學生或開發者、希望快速原型新演算法的教師和研究人員,皆可在本書中找到發現影像處理或深化該領域知識的材料。

作者簡介

David Tschumperle is a permanent CNRS Research Scientist, heading the IMAGE team at the GREYC Laboratory, in Caen / France. He's particularly interested in partial differential equations and variational methods for processing multi-valued images in a local or non-local way. He has authored more than 40 papers in journals or conferences and is the project leader of CImg and G'MIC, two open-source software/libraries.

Christophe Tilmant is Associate Professor in Computer Science at Clermont-Auvergne University. His research activities include image processing, artificial intelligence, where he has authored more than 30 papers. His teaching includes deep learning, image processing and network security. He participates or leads several French research programs.

Vincent Barra is a full Professor in Computer Science at Clermont-Auvergne University, and Associate Director of the LIMOS Lab. He teaches artificial intelligence and image processing in engineering schools and in master's programs. His research activities focus on n-dimensional data analysis, with methodological and application aspects in various fields. He has authored more than 90 papers in journal or conferences, and participates or leads several French and European research programs.

作者簡介(中文翻譯)

大衛·楚姆佩爾(David Tschumperle)是法國卡昂GREYC實驗室的CNRS研究科學家,負責IMAGE團隊。他特別關注偏微分方程和變分方法,用於以局部或非局部方式處理多值圖像。他已在期刊或會議上發表了超過40篇論文,並且是CImg和G'MIC這兩個開源軟體/庫的專案負責人。

克里斯托夫·蒂爾曼(Christophe Tilmant)是克萊蒙-奧弗涅大學的計算機科學副教授。他的研究活動包括圖像處理和人工智慧,已發表超過30篇論文。他的教學內容包括深度學習、圖像處理和網路安全。他參與或領導多個法國研究計畫。

文森特·巴拉(Vincent Barra)是克萊蒙-奧弗涅大學的計算機科學正教授,並擔任LIMOS實驗室的副主任。他在工程學校和碩士課程中教授人工智慧和圖像處理。他的研究活動專注於n維數據分析,涵蓋各個領域的方法論和應用方面。他已在期刊或會議上發表超過90篇論文,並參與或領導多個法國和歐洲的研究計畫。