Foundations of Computer Vision: Computational Geometry, Visual Image Structures and Object Shape Detection (Intelligent Systems Reference Library)
暫譯: 計算機視覺基礎:計算幾何、視覺影像結構與物體形狀檢測(智能系統參考文獻庫)
James F. Peters
- 出版商: Springer
- 出版日期: 2017-03-23
- 售價: $4,890
- 貴賓價: 9.5 折 $4,646
- 語言: 英文
- 頁數: 431
- 裝訂: Hardcover
- ISBN: 331952481X
- ISBN-13: 9783319524818
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相關分類:
Computer Vision
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相關翻譯:
電腦視覺基礎 (簡中版)
商品描述
This book introduces the fundamentals of computer vision (CV), with a focus on extracting useful information from digital images and videos. Including a wealth of methods used in detecting and classifying image objects and their shapes, it is the first book to apply a trio of tools (computational geometry, topology and algorithms) in solving CV problems, shape tracking in image object recognition and detecting the repetition of shapes in single images and video frames. Computational geometry provides a visualization of topological structures such as neighborhoods of points embedded in images, while image topology supplies us with structures useful in the analysis and classification of image regions. Algorithms provide a practical, step-by-step means of viewing image structures.
The implementations of CV methods in Matlab and Mathematica, classification of chapter problems with the symbols (easily solved) and (challenging) and its extensive glossary of key words, examples and connections with the fabric of CV make the book an invaluable resource for advanced undergraduate and first year graduate students in Engineering, Computer Science or Applied Mathematics.
It offers insights into the design of CV experiments, inclusion of image processing methods in CV projects, as well as the reconstruction and interpretation of recorded natural scenes.
商品描述(中文翻譯)
這本書介紹了計算機視覺(CV)的基本原理,重點在於從數位影像和視頻中提取有用的信息。書中包含了大量用於檢測和分類影像物體及其形狀的方法,是第一本將三種工具(計算幾何、拓撲學和算法)應用於解決CV問題、影像物體識別中的形狀追蹤以及檢測單一影像和視頻幀中形狀重複的書籍。計算幾何提供了嵌入影像中的點的鄰域等拓撲結構的可視化,而影像拓撲則為我們提供了在影像區域分析和分類中有用的結構。算法則提供了一種實用的逐步方式來查看影像結構。
本書在Matlab和Mathematica中實現了CV方法,並用符號對章節問題進行分類(易於解決)和(具挑戰性),以及其廣泛的關鍵詞、範例和與CV本質的聯繫,使其成為工程、計算機科學或應用數學的高年級本科生和一年級研究生的寶貴資源。
本書提供了對CV實驗設計的見解,將影像處理方法納入CV項目,以及對錄製的自然場景的重建和解釋。