Emerging Trends in Image Processing, Computer Vision and Pattern Recognition (Paperback)

Leonidas Deligiannidis, Hamd Arabnia

  • 出版商: Morgan Kaufmann
  • 出版日期: 2014-12-10
  • 售價: $4,150
  • 貴賓價: 9.5$3,943
  • 語言: 英文
  • 頁數: 640
  • 裝訂: Paperback
  • ISBN: 0128020458
  • ISBN-13: 9780128020456
  • 相關分類: Computer Vision
  • 立即出貨 (庫存 < 4)

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商品描述

Emerging Trends in Image Processing, Computer Vision, and Pattern Recognition discusses the latest in trends in imaging science which at its core consists of three intertwined computer science fields, namely: Image Processing, Computer Vision, and Pattern Recognition. There is significant renewed interest in each of these three fields fueled by Big Data and Data Analytic initiatives including but not limited to; applications as diverse as computational biology, biometrics, biomedical imaging, robotics, security, and knowledge engineering. These three core topics discussed here provide a solid introduction to image processing along with low-level processing techniques, computer vision fundamentals along with examples of applied applications and pattern recognition algorithms and methodologies that will be of value to the image processing and computer vision research communities.

Drawing upon the knowledge of recognized experts with years of practical experience and discussing new and novel applications Editors' Leonidas Deligiannidis and Hamid Arabnia cover;

  • Many perspectives of image processing spanning from fundamental mathematical theory and sampling, to image representation and reconstruction, filtering in spatial and frequency domain, geometrical transformations, and image restoration and segmentation
  • Key application techniques in computer vision some of which are camera networks and vision, image feature extraction, face and gesture recognition and biometric authentication
  • Pattern recognition algorithms including but not limited to; Supervised and unsupervised classification algorithms, Ensemble learning algorithms, and parsing algorithms.
  • How to use image processing and visualization to analyze big data.
  • Discusses novel applications that can benefit from image processing, computer vision and pattern recognition such as computational biology, biometrics, biomedical imaging, robotics, security, and knowledge engineering.
  • Covers key application techniques in computer vision from fundamentals to mid to high level processing some of which are camera networks and vision, image feature extraction, face and gesture recognition and biometric authentication.
  • Presents a number of pattern recognition algorithms and methodologies including but not limited to; supervised and unsupervised classification algorithms, Ensemble learning algorithms, and parsing algorithms.
  • Explains how to use image processing and visualization to analyze big data.

商品描述(中文翻譯)

《影像處理、電腦視覺和模式識別的新趨勢》討論了影像科學的最新趨勢,其核心包括三個相互關聯的計算機科學領域:影像處理、電腦視覺和模式識別。這三個領域因大數據和數據分析等倡議而引起了顯著的新興興趣,包括但不限於計算生物學、生物特徵識別、生物醫學影像、機器人技術、安全和知識工程等各種應用。本書討論的這三個核心主題提供了影像處理的基礎介紹,以及低層次處理技術、電腦視覺基礎知識和應用實例,以及模式識別算法和方法,對影像處理和電腦視覺研究社區具有價值。

本書的編輯Leonidas Deligiannidis和Hamid Arabnia借鑒了具有多年實踐經驗的認可專家的知識,討論了新的和新穎的應用,包括:

- 影像處理的多個觀點,從基礎數學理論和取樣,到影像表示和重建,空間和頻率域的濾波,幾何變換,以及影像恢復和分割。
- 電腦視覺的關鍵應用技術,其中一些包括攝像頭網絡和視覺,影像特徵提取,人臉和手勢識別以及生物特徵驗證。
- 模式識別算法,包括但不限於監督和非監督分類算法,集成學習算法和解析算法。
- 如何使用影像處理和可視化來分析大數據。

本書還討論了可以從影像處理、電腦視覺和模式識別中受益的新穎應用,例如計算生物學、生物特徵識別、生物醫學影像、機器人技術、安全和知識工程。同時,本書還涵蓋了從基礎到中高層次處理的電腦視覺的關鍵應用技術,其中一些包括攝像頭網絡和視覺,影像特徵提取,人臉和手勢識別以及生物特徵驗證。此外,本書還介紹了一些模式識別算法和方法,包括但不限於監督和非監督分類算法,集成學習算法和解析算法。同時,本書還解釋了如何使用影像處理和可視化來分析大數據。