Digital Image Processing with C++: Implementing Reference Algorithms with the Cimg Library (Paperback)

Tschumperle, David, Tilmant, Christophe, Barra, Vincent

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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++進行數字影像處理》介紹了數字影像處理的理論,並使用專用庫實現了相應的演算法。處理數字影像意味著對其內容進行轉換(去噪、風格化等),或提取信息以解決特定問題(物體識別、測量、運動估計等)。本書介紹了數字影像處理的數學理論,以及通過C++語言實現的演算法示例,使用了免費且易於使用的CImg庫。

各章節以廣泛的方式涵蓋了數字影像處理領域,並提出了每種理論方法的實用和功能性實現。主要涵蓋的主題包括空間和頻率域中的濾波、數學形態學、特徵提取以及在分割、運動估計、多光譜影像處理和3D可視化方面的應用。

希望了解或專攻這一學科的學生或開發人員,希望快速原型化新演算法或開設課程的教師和研究人員,都可以在本書中找到材料,以了解影像處理或深入了解這一領域的知識。

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)

David Tschumperle是法國Caen的GREYC實驗室的IMAGE團隊的永久CNRS研究科學家。他對於局部或非局部方式處理多值圖像的偏微分方程和變分方法特別感興趣。他在期刊或會議上發表了40多篇論文,並且是CImg和G'MIC兩個開源軟件/庫的項目負責人。

Christophe Tilmant是克萊蒙費朗大學的計算機科學副教授。他的研究活動包括圖像處理、人工智能,他已經發表了30多篇論文。他的教學包括深度學習、圖像處理和網絡安全。他參與或領導了幾個法國研究計劃。

Vincent Barra是克萊蒙費朗大學的計算機科學教授,也是LIMOS實驗室的副主任。他在工程學院和碩士課程中教授人工智能和圖像處理。他的研究活動集中在n維數據分析上,涉及各個領域的方法論和應用方面。他在期刊或會議上發表了90多篇論文,並參與或領導了幾個法國和歐洲的研究計劃。