Computer Vision: Three-Dimensional Reconstruction Techniques
Fusiello, Andrea
- 出版商: Springer
- 出版日期: 2024-01-03
- 售價: $3,560
- 貴賓價: 9.5 折 $3,382
- 語言: 英文
- 頁數: 338
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031345061
- ISBN-13: 9783031345067
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相關分類:
Computer Vision
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相關主題
商品描述
From facial recognition to self-driving cars, the applications of computer vision are vast and ever-expanding. Geometry plays a fundamental role in this discipline, providing the necessary mathematical framework to understand the underlying principles of how we perceive and interpret visual information in the world around us.
This text explores the theories and computational techniques used to determine the geometric properties of solid objects through images. It covers the basic concepts and provides the necessary mathematical background for more advanced studies. The book is divided into clear and concise chapters covering a wide range of topics including image formation, camera models, feature detection and 3D reconstruction. Each chapter includes detailed explanations of the theory as well as practical examples to help the reader understand and apply the concepts presented.
The book has been written with the intention of being used as a primary resource for students on university courses in computer vision, particularly final year undergraduate or postgraduate computer science or engineering courses. It is also useful for self-study and for those who, outside the academic field, find themselves applying computer vision to solve practical problems. The aim of the book is to strike a balance between the complexity of the theory and its practical applicability in terms of implementation. Rather than providing a comprehensive overview of the current state of the art, it offers a selection of specific methods with enough detail to enable the reader to implement them.商品描述(中文翻譯)
從臉部辨識到自駕車,計算機視覺的應用範圍廣泛且不斷擴大。在這個領域中,幾何學扮演著重要的角色,提供了必要的數學框架,以了解我們如何感知和解釋周圍世界中的視覺信息的基本原理。
本書探討了用於通過圖像確定實體物體的幾何特性的理論和計算技術。它涵蓋了基本概念,並提供了進一步研究所需的數學背景。本書分為清晰簡潔的章節,涵蓋了各種主題,包括圖像形成、相機模型、特徵檢測和三維重建。每個章節都包含詳細的理論解釋以及實際示例,以幫助讀者理解和應用所介紹的概念。
本書的撰寫目的是作為計算機視覺相關大學課程的主要資源,特別是最後一年的本科生或研究生計算機科學或工程課程。它也適用於自學以及在學術領域之外,將計算機視覺應用於解決實際問題的人士。本書的目標是在理論的複雜性和實際應用的可行性之間取得平衡,而不是提供對當前最先進技術的全面概述,它提供了一系列具體方法的選擇,並提供足夠的細節讓讀者能夠實施這些方法。
作者簡介
作者簡介(中文翻譯)
Andrea Fusiello自2000年起一直在教授計算機視覺,最初在維羅納大學,後來在烏迪內大學,他目前是計算機科學教授。他在這些領域發表了180多篇論文,並於2011年共同創辦了一家將計算機視覺應用於該領域的初創公司。