Correlation Pattern Recognition (Hardcover)
暫譯: 相關模式識別 (精裝版)
B. V. K. Vijaya Kumar, Abhijit Mahalanobis, Richard D. Juday
- 出版商: Cambridge
- 出版日期: 2006-02-06
- 售價: $2,050
- 貴賓價: 9.8 折 $2,009
- 語言: 英文
- 頁數: 404
- 裝訂: Hardcover
- ISBN: 0521571030
- ISBN-13: 9780521571036
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商品描述
Description:
Correlation is a robust and general technique for pattern recognition and is used in many applications, such as automatic target recognition, biometric recognition and optical character recognition. The design, analysis and use of correlation pattern recognition algorithms requires background information, including linear systems theory, random variables and processes, matrix/vector methods, detection and estimation theory, digital signal processing and optical processing. This book provides a needed review of this diverse background material and develops the signal processing theory, the pattern recognition metrics, and the practical application know-how from basic premises. It shows both digital and optical implementations. It also contains state-of-the-art technology presented by the team that developed it and includes case studies of significant current interest, such as face and fingerprint recognition. Suitable for advanced undergraduate or graduate students taking courses in pattern recognition theory, whilst reaching technical levels of interest to the professional practitioner.
Table of Contents:
1. Introduction; 2. Mathematical background; 3. Linear systems and filtering theory; 4. Detection and estimation; 5. Correlation filter basics; 6. Advanced correlation filters; 7. Optical considerations; 8. Limited-modulation filters; 9. Correlation pattern recognition applications; References; Index.
商品描述(中文翻譯)
**描述:**
相關性是一種穩健且通用的模式識別技術,廣泛應用於許多領域,例如自動目標識別、生物特徵識別和光學字符識別。設計、分析和使用相關性模式識別算法需要背景知識,包括線性系統理論、隨機變量和過程、矩陣/向量方法、檢測和估計理論、數字信號處理和光學處理。本書提供了這些多樣背景材料的必要回顧,並從基本前提發展信號處理理論、模式識別指標以及實用應用知識。它展示了數字和光學的實現方式,並包含由開發團隊呈現的最先進技術,還包括一些當前重要的案例研究,例如面部和指紋識別。本書適合修習模式識別理論課程的高年級本科生或研究生,同時也達到專業實踐者感興趣的技術水平。
**目錄:**
1. 介紹;2. 數學背景;3. 線性系統與濾波理論;4. 檢測與估計;5. 相關濾波器基礎;6. 進階相關濾波器;7. 光學考量;8. 有限調變濾波器;9. 相關模式識別應用;參考文獻;索引。