Orthogonal Image Moments for Human-Centric Visual Pattern Recognition
暫譯: 以人為中心的視覺模式識別之正交影像矩

Rahman, S. M. Mahbubur, Howlader, Tamanna, Hatzinakos, Dimitrios

  • 出版商: Springer
  • 出版日期: 2019-10-24
  • 售價: $5,470
  • 貴賓價: 9.5$5,197
  • 語言: 英文
  • 頁數: 149
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 9813299444
  • ISBN-13: 9789813299443
  • 海外代購書籍(需單獨結帳)

商品描述

Instead of focusing on the mathematical properties of moments, this book is a compendium of research that demonstrates the effectiveness of orthogonal moment-based features in face recognition, expression recognition, fingerprint recognition and iris recognition. The usefulness of moments and their invariants in pattern recognition is well known. What is less well known is how orthogonal moments may be applied to specific problems in human-centric visual pattern recognition. Unlike previous books, this work highlights the fundamental issues involved in moment-based pattern recognition, from the selection of discriminative features in a high-dimensional setting, to addressing the question of how to classify a large number of patterns based on small training samples. In addition to offering new concepts that illustrate the use of statistical methods in addressing some of these issues, the book presents recent results and provides guidance on implementing the methods. Accordingly, it will be of interest to researchers and graduate students working in the broad areas of computer vision and visual pattern recognition.

商品描述(中文翻譯)

這本書並不專注於矩的數學性質,而是彙編了研究,展示了基於正交矩的特徵在臉部識別、表情識別、指紋識別和虹膜識別中的有效性。矩及其不變性在模式識別中的有用性是眾所周知的。然而,正交矩如何應用於以人為中心的視覺模式識別的特定問題則不太為人所知。與以往的書籍不同,本書強調了基於矩的模式識別中涉及的基本問題,從高維環境中選擇區分特徵,到解決如何根據小型訓練樣本對大量模式進行分類的問題。除了提供新概念以說明統計方法在解決這些問題中的應用外,本書還展示了最近的研究結果並提供了實施這些方法的指導。因此,這本書將對從事計算機視覺和視覺模式識別廣泛領域的研究人員和研究生感興趣。

作者簡介

S. M. Mahbubur Rahman received his Ph.D. in Electrical and Computer Engineering (ECE) from Concordia University, Montreal, QC, Canada, in 2009. Currently, he serves as a Professor at the Department of Electrical and Electronic Engineering (EEE), Bangladesh University of Engineering and Technology (BUET), Dhaka, Bangladesh. In 2017, he was a Visiting Research Professor of the EEE at the University of Liberal Arts Bangladesh. He was tenured at the University of Toronto as an NSERC (Natural Sciences and Engineering Research Council) Postdoctoral Fellow in 2012. He has a strong record of research in his area, which includes contributing to more than 50 publications in SCI-indexed journals and the peer-reviewed proceedings of international conferences. He has served as an Associate Editor for an SCI-indexed journal: Circuits, Systems, and Signal Processing, published by Springer Nature. His research interests are in the areas of biometric security systems, intelligent transportation systems, cognitive science, stereo vision, virtual reality, biomedical visualization, human-computer interaction, video surveillance, signal processing and communication systems. Tamanna Howlader received her Ph.D. in Mathematics from Concordia University, Canada. Currently, she is a Professor of Applied Statistics at the Institute of Statistical Research and Training (ISRT), University of Dhaka, Bangladesh. She is a statistician who enjoys interdisciplinary research. The articles and book chapters that she has published demonstrate novel statistical applications in the areas of image processing, computer vision, pattern recognition and public health. Tamanna has received several prestigious awards including the Sydney R. Parker Best Paper Award from the Journal of Circuits, Systems and Signal Processing published by Springer Nature. She is a member of the International Statistical Institute. Dimitrios Hatzinakos received his Ph.D. in Electrical Engineering from Northeastern University, Boston, MA, in 1990, and currently serves as a Professor at the Department of Electrical and Computer Engineering, University of Toronto (UofT), Toronto, Canada. He is the co-founder and since 2009 the Director and the Chair of the management committee of the Identity, Privacy and Security Institute (IPSI) at the UofT. His research interests and expertise are in the areas of multimedia signal processing, multimedia security, multimedia communications and biometric systems. He is the author/co-author of more than 300 papers in technical journals and conference proceedings; he has contributed to 18 books, and he holds seven patents in his areas of interest. He is a Fellow of the IEEE, a Fellow of the Engineering Institute of Canada, and a member of the Professional Engineers of Ontario, and the Technical Chamber of Greece.

作者簡介(中文翻譯)

S. M. Mahbubur Rahman於2009年在加拿大蒙特利爾的康考迪亞大學獲得電氣與計算機工程(ECE)博士學位。目前,他擔任孟加拉工程科技大學(BUET)電氣與電子工程系(EEE)的教授。2017年,他曾擔任孟加拉文理大學EEE的訪問研究教授。他於2012年在多倫多大學獲得NSERC(自然科學與工程研究委員會)博士後研究員的終身職位。他在其研究領域有著卓越的研究紀錄,包括在SCI索引期刊和國際會議的同行評審論文集中發表超過50篇文章。他曾擔任由Springer Nature出版的SCI索引期刊《Circuits, Systems, and Signal Processing》的副編輯。他的研究興趣包括生物識別安全系統、智能交通系統、認知科學、立體視覺、虛擬現實、生物醫學可視化、人機互動、視頻監控、信號處理和通信系統。

Tamanna Howlader在加拿大康考迪亞大學獲得數學博士學位。目前,她是孟加拉達卡大學統計研究與訓練所(ISRT)的應用統計學教授。她是一位統計學家,熱衷於跨學科研究。她發表的文章和書章展示了在圖像處理、計算機視覺、模式識別和公共衛生領域中的新穎統計應用。Tamanna獲得了多項著名獎項,包括由Springer Nature出版的《Circuits, Systems and Signal Processing》期刊頒發的Sydney R. Parker最佳論文獎。她是國際統計學會的成員。

Dimitrios Hatzinakos於1990年在美國波士頓的東北大學獲得電氣工程博士學位,目前擔任多倫多大學(UofT)電氣與計算機工程系的教授。他是身份、隱私與安全研究所(IPSI)的共同創辦人,自2009年以來擔任該所的主任及管理委員會主席。他的研究興趣和專長包括多媒體信號處理、多媒體安全、多媒體通信和生物識別系統。他在技術期刊和會議論文集中發表了超過300篇論文;他參與編寫了18本書籍,並在其研究領域擁有七項專利。他是IEEE的會士,加拿大工程學會的會士,以及安大略省專業工程師和希臘技術商會的成員。