Introduction to Intelligent Surveillance: Surveillance Data Capture, Transmission, and Analytics
暫譯: 智能監控導論:監控數據捕獲、傳輸與分析

Yan, Wei Qi

  • 出版商: Springer
  • 出版日期: 2019-03-05
  • 售價: $2,800
  • 貴賓價: 9.5$2,660
  • 語言: 英文
  • 頁數: 222
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030107124
  • ISBN-13: 9783030107123
  • 海外代購書籍(需單獨結帳)

商品描述

This practically-oriented textbook introduces the fundamentals of designing digital surveillance systems powered by intelligent computing techniques. The text offers comprehensive coverage of each aspect of the system, from camera calibration and data capture, to the secure transmission of surveillance data, in addition to the detection and recognition of individual biometric features and objects. The coverage concludes with the development of a complete system for the automated observation of the full lifecycle of a surveillance event, enhanced by the use of artificial intelligence and supercomputing technology.

This updated third edition presents an expanded focus on human behavior analysis and privacy preservation, as well as deep learning methods.

Topics and features: contains review questions and exercises in every chapter, together with a glossary; describes the essentials of implementing an intelligent surveillance system and analyzing surveillance data, including a range of biometric characteristics; examines the importance of network security and digital forensics in the communication of surveillance data, as well as issues of issues of privacy and ethics; discusses the Viola-Jones object detection method, and the HOG algorithm for pedestrian and human behavior recognition; reviews the use of artificial intelligence for automated monitoring of surveillance events, and decision-making approaches to determine the need for human intervention; presents a case study on a system that triggers an alarm when a vehicle fails to stop at a red light, and identifies the vehicle's license plate number; investigates the use of cutting-edge supercomputing technologies for digital surveillance, such as FPGA, GPU and parallel computing.

This concise and accessible work serves as a classroom-tested textbook for graduate-level courses on intelligent surveillance. Researchers and engineers interested in entering this area will also find the book suitable as a helpful self-study reference.

商品描述(中文翻譯)

這本以實務為導向的教科書介紹了設計數位監控系統的基本原理,這些系統是由智能計算技術驅動的。文本全面涵蓋了系統的各個方面,從攝影機校準和數據捕獲,到監控數據的安全傳輸,以及個別生物特徵和物體的檢測與識別。內容最後以開發一個完整的系統來自動觀察監控事件的全生命周期作結,並透過人工智慧和超級計算技術進行增強。

這本更新的第三版擴大了對人類行為分析和隱私保護的重點,並涵蓋了深度學習方法。

主題和特點:每章包含回顧問題和練習,並附有詞彙表;描述實施智能監控系統和分析監控數據的基本要素,包括一系列生物特徵;檢視網路安全和數位取證在監控數據傳輸中的重要性,以及隱私和倫理問題;討論Viola-Jones物體檢測方法和HOG演算法在行人和人類行為識別中的應用;回顧人工智慧在監控事件自動監控中的使用,以及決策方法以確定是否需要人為干預;呈現一個案例研究,該系統在車輛未在紅燈前停下時觸發警報,並識別車輛的牌照號碼;調查尖端超級計算技術在數位監控中的應用,如FPGA、GPU和並行計算。

這本簡明易懂的著作作為研究生級別智能監控課程的教科書經過課堂測試。對於有興趣進入這一領域的研究人員和工程師來說,這本書也適合作為有用的自學參考資料。

作者簡介

Dr. Wei Qi Yan is an Associate Professor in the Department of Computer Science at Auckland University of Technology, New Zealand. His other publications include the Springer title Visual Cryptography for Image Processing and Security.

作者簡介(中文翻譯)

魏啟彥博士是紐西蘭奧克蘭科技大學計算機科學系的副教授。他的其他出版物包括Springer出版的書籍影像處理與安全的視覺密碼學