3D Shape Analysis: Fundamentals, Theory, and Applications
暫譯: 3D 形狀分析:基礎、理論與應用

Hamid Laga, Yulan Guo, Hedi Tabia, Robert B. Fisher, Mohammed Bennamoun

  • 出版商: Wiley
  • 出版日期: 2019-01-07
  • 定價: $3,980
  • 售價: 9.5$3,781
  • 語言: 英文
  • 頁數: 352
  • 裝訂: Hardcover
  • ISBN: 1119405106
  • ISBN-13: 9781119405108
  • 相關分類: 3D建模 3D-modeling
  • 立即出貨 (庫存 < 3)

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商品描述

An in-depth description of the state-of-the-art of 3D shape analysis techniques and their applications

This book discusses the different topics that come under the title of "3D shape analysis". It covers the theoretical foundations and the major solutions that have been presented in the literature. It also establishes links between solutions proposed by different communities that studied 3D shape, such as mathematics and statistics, medical imaging, computer vision, and computer graphics.

The first part of 3D Shape Analysis: Fundamentals, Theory, and Applications provides a review of the background concepts such as methods for the acquisition and representation of 3D geometries, and the fundamentals of geometry and topology. It specifically covers stereo matching, structured light, and intrinsic vs. extrinsic properties of shape. Parts 2 and 3 present a range of mathematical and algorithmic tools (which are used for e.g., global descriptors, keypoint detectors, local feature descriptors, and algorithms) that are commonly used for the detection, registration, recognition, classification, and retrieval of 3D objects. Both also place strong emphasis on recent techniques motivated by the spread of commodity devices for 3D acquisition. Part 4 demonstrates the use of these techniques in a selection of 3D shape analysis applications. It covers 3D face recognition, object recognition in 3D scenes, and 3D shape retrieval. It also discusses examples of semantic applications and cross domain 3D retrieval, i.e. how to retrieve 3D models using various types of modalities, e.g. sketches and/or images. The book concludes with a summary of the main ideas and discussions of the future trends.

3D Shape Analysis: Fundamentals, Theory, and Applications is an excellent reference for graduate students, researchers, and professionals in different fields of mathematics, computer science, and engineering. It is also ideal for courses in computer vision and computer graphics, as well as for those seeking 3D industrial/commercial solutions.

商品描述(中文翻譯)

3D 形狀分析技術及其應用的深入描述

本書討論了「3D 形狀分析」這一主題下的不同議題。它涵蓋了文獻中提出的理論基礎和主要解決方案。它還建立了不同社群之間的聯繫,這些社群研究 3D 形狀,包括數學與統計、醫學影像、計算機視覺和計算機圖形學。

3D 形狀分析:基礎、理論與應用的第一部分提供了背景概念的回顧,例如 3D 幾何的獲取和表示方法,以及幾何和拓撲的基本原理。它特別涵蓋了立體匹配、結構光,以及形狀的內在與外在特性。第二部分和第三部分介紹了一系列數學和算法工具(例如,用於全局描述符、關鍵點檢測器、局部特徵描述符和算法),這些工具通常用於 3D 物體的檢測、配準、識別、分類和檢索。這兩部分也強調了由於商用設備在 3D 獲取中的普及而激發的最新技術。第四部分展示了這些技術在一系列 3D 形狀分析應用中的使用。它涵蓋了 3D 人臉識別、3D 場景中的物體識別和 3D 形狀檢索。它還討論了語義應用和跨領域 3D 檢索的例子,即如何使用各種模態(例如草圖和/或圖像)來檢索 3D 模型。本書以主要思想的總結和未來趨勢的討論作結。

3D 形狀分析:基礎、理論與應用是數學、計算機科學和工程不同領域的研究生、研究人員和專業人士的優秀參考書。它也非常適合計算機視覺和計算機圖形學的課程,以及尋求 3D 工業/商業解決方案的人士。