Object Detection with Deep Learning Models: Principles and Applications

「深度學習模型的物體檢測」討論了使用深度學習方法在物體檢測和識別方面的最新進展，這些方法在計算機視覺和圖像處理領域取得了巨大成功。本書系統地概述了深度學習理論及其在計算機視覺中的應用的最新發展，並通過關鍵主題（包括物體檢測、人臉分析、3D物體識別和圖像檢索）進行了說明。

本書結合了理論和實踐，適合對深度學習、計算機視覺等感興趣的學生、研究人員和從業人員閱讀，也可作為參考書使用。對各種深度學習應用的全面比較有助於讀者對機器學習和微積分有基本理解，並激發在其他計算機視覺任務中應用的靈感。

特點：
- 深度學習在物體檢測中的結構化概述
- 使用深度神經網絡進行物體檢測的多樣化應用集合
- 強調農業和遙感領域
- 專門討論移動物體檢測

Poonkuntran Shanmugam earned a BE degree in Information Technology from Bharathidasan University, Tiruchirapalli, India; and MTech and PhD degrees in Computer and Information Technology from Manonmaniam Sundaranar University, Tirunelveli, India. He is presently with VIT Bhopal University, Madhya Pradesh, India as Professor & Dean for the School of Computing Science and Engineering. He has more than a decade of experience in teaching and research and successfully executed three funded research grant projects from the Indian Space Research Organization, Defense Research Development Organization, and Ministry of New and Renewable Energy, Government of India, to the tune of 1.10 Crores. He received two seminar grants from Anna University, Chennai, and the All India Council for Technical Education-Indian Society for Technical Education for the tune of 4 Lacs. He has published more than 80 technical publications, authored 6 books and 2 chapters. He is the recipient of Cognizant Best Faculty Award 2017-18 and served as a State Level Student Coordinator for Region VII, CSI, India in 2016-17. He is a lifetime member of IACSIT, Singapore, CSI, India, and ISTE, India. His research areas of interests include information security, computer vision, artificial intelligence, and machine learning.

Dr Rajesh Kumar Dhanraj is a Professor in the School of Computing Science and Engineering at Galgotias University, Greater Noida, India. He earned a BE degree in Computer Science and Engineering from the Anna University Chennai, India in 2007, then an MTech from the Anna University Coimbatore, India in 2010 and a PhD in Computer Science from Anna University, Chennai, India, in 2017. He has contributed to 30+ authored and edited books on various technologies, 21 Patents and 53 articles and papers in various refereed journals and international conferences and contributed chapters to books. His research interests include Machine Learning, Cyber-Physical Systems and Wireless Sensor Networks. He is a senior member of the Institute of Electrical and Electronics Engineers (IEEE), member of the Computer Science Teacher Association (CSTA), and the International Association of Engineers (IAENG). He is an associate editor and guest editor for reputed journals. He is an Expert Advisory Panel Member of Texas Instruments Inc., USA.

Balamurugan Balusamy is currently an Associate Dean Student in Shiv Nadar University, Delhi-NCR. Prior to this assignment he was Professor, School of Computing Sciences & Engineering and Director of International Relations at Galgotias University, Greater Noida, India. His contributions focus on Engineering Education, Block Chain and Data Sciences. His Academic degrees and twelve years of experience working as a faculty member in a global University like VIT University, Vellore, has made him more receptive and prominent in his domain. He has 200 plus high impact factor papers in Springer, Elsevier and IEEE. He has done more than 80 edited and authored books and collaborated with eminent professors across the world from top QS ranked universities. Prof. Balamurugan Balusamy has served up to the position of associate professor in his 12 years stint with VIT University, Vellore. He completed his Bachelors, Masters and PhD degrees at top premier institutions in India. His passion is teaching, and he adapts different design thinking principles while delivering his lectures. He has published 80+ books several top-notch conferences in his resume and has published over 200 quality journal articles, conferences and book chapters combined. He serves in the advisory committee for several start-ups and forums and does consultancy work for industry on Industrial IOT. He has given over 195 talks at various events and symposiums.

Poonkuntran Shanmugam在印度的Bharathidasan大學獲得了資訊技術的學士學位，並在印度的Manonmaniam Sundaranar大學獲得了計算機和資訊技術的碩士和博士學位。他目前在印度Madhya Pradesh的VIT Bhopal大學擔任計算機科學與工程學院的教授和院長。他在教學和研究方面擁有十多年的經驗，並成功執行了來自印度太空研究組織、國防研究發展組織和印度新與可再生能源部的三個資助研究項目，總金額達到1.10 Crores。他還獲得了來自Chennai的Anna大學和印度技術教育協會-印度技術教育學會的兩項研討會資助，金額達到4 Lacs。他發表了80多篇技術論文，撰寫了6本書和2個章節。他是2017-18年Cognizant最佳教師獎的獲獎者，並在2016-17年擔任印度CSI第七區的州級學生協調員。他是新加坡IACSIT、印度CSI和印度ISTE的終身會員。他的研究興趣包括信息安全、計算機視覺、人工智能和機器學習。

Rajesh Kumar Dhanraj博士是印度Greater Noida的Galgotias大學計算機科學與工程學院的教授。他於2007年在印度Chennai的Anna大學獲得計算機科學和工程的學士學位，然後於2010年在印度Coimbatore的Anna大學獲得碩士學位，並於2017年在印度Chennai的Anna大學獲得計算機科學的博士學位。他在各種技術領域貢獻了30多本著作和編輯的書籍，擁有21項專利和53篇文章和論文在各種被引用的期刊和國際會議上，並為書籍撰寫了章節。他的研究興趣包括機器學習、物聯網和無線傳感器網絡。他是電機和電子工程師學會(IEEE)的高級會員，計算機科學教師協會(CSTA)和國際工程師協會(IAENG)的會員。他是知名期刊的副編輯和客座編輯。他是德州儀器公司的專家諮詢小組成員。

Balamurugan Balusamy目前是印度德里-國家首都區的Shiv Nadar大學的學生副院長。在此之前，他是印度Greater Noida的Galgotias大學計算機科學與工程學院的教授和國際關係主任。他的貢獻集中在工程教育、區塊鏈和數據科學上。他在印度VIT大學的12年教職經驗和學術學位使他在自己的領域中更加開放和卓越。他在Springer、Elsevier和IEEE上發表了200多篇高影響因子的論文。他編著和撰寫了80多本書籍，並與來自全球頂尖QS排名大學的著名教授合作。Balamurugan Balusamy教授在VIT大學的12年任期中擔任副教授職位。他在印度頂尖的高等學府完成了學士、碩士和博士學位。他熱愛教學，並在授課時運用不同的設計思維原則。他在簡歷中發表了80多本書籍和幾個頂尖會議，並發表了200多篇優質期刊文章、會議論文和書籍章節的結合。他是幾家初創企業和論壇的顧問委員會成員，並為工業物聯網提供咨詢服務。他在各種活動和研討會上發表了195多場演講。