Advanced Digital Image Processing and Its Applications in Big Data
Dumka, Ankur, Ashok, Alaknanda, Verma, Parag
- 出版商: CRC
- 出版日期: 2023-01-09
- 售價: $2,940
- 貴賓價: 9.5 折 $2,793
- 語言: 英文
- 頁數: 224
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0367637758
- ISBN-13: 9780367637750
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相關分類:
大數據 Big-data、數位影像處理 Digital-image
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book covers the technology of digital image processing in various fields with big data and their applications. Readers will understand various technologies and strategies used in digital image processing as well as handling big data, using machine-learning techniques. This book will help to improve the skills of students and researchers in such fields as engineering, agriculture, and medical imaging.
There is a need to be able to understand and analyse the latest developments of digital image technology. As such, this book will cover:
- Applications such as biomedical science and biometric image processing, content-based image retrieval, remote sensing, pattern recognition, shape and texture analysis
- New concepts in color interpolation to produce the full color from the sub-pattern bare pattern color prevalent in today's digital cameras and other imaging devices
- Image compression standards that are needed to serve diverse applications
- Applications of remote sensing, medical science, traffic management, education, innovation, and analysis in agricultural design and image processing
- Both soft and hard computing approaches at great length in relation to major image processing tasks
- The direction and development of current and future research in many areas of image processing
- A comprehensive bibliography for additional research (integrated within the framework of the book)
This book focuses not only on theoretical and practical knowledge in the field but also on the traditional and latest tools and techniques adopted in image processing and data science. It also provides an indispensable guide to a wide range of basic and advanced techniques in the fields of image processing and data science.
商品描述(中文翻譯)
本書涵蓋了數位影像處理技術在各個領域中的應用,並結合大數據進行分析。讀者將了解數位影像處理以及使用機器學習技術處理大數據的各種技術和策略。本書將有助於提升工程、農業和醫學影像等領域的學生和研究人員的技能。
現今需要能夠理解和分析數位影像技術的最新發展。因此,本書將涵蓋以下內容:
- 在生物醫學科學和生物特徵影像處理、基於內容的影像檢索、遙感、模式識別、形狀和紋理分析等應用領域。
- 新的色彩插值概念,以從當今數位相機和其他影像設備中普遍存在的子圖案裸色彩模式中生成完整色彩。
- 影像壓縮標準,以滿足各種應用需求。
- 遙感、醫學科學、交通管理、教育、創新和農業設計與影像處理分析等應用。
- 對於主要影像處理任務,詳細介紹軟體和硬體計算方法。
- 當前和未來影像處理研究的方向和發展。
- 提供全面的參考文獻,供進一步研究使用(整合在書籍框架內)。
本書不僅關注該領域的理論和實踐知識,還關注影像處理和數據科學中採用的傳統和最新工具和技術。它還提供了一個不可或缺的指南,介紹了影像處理和數據科學領域的各種基礎和高級技術。
作者簡介
Dr. Ankur Dumka is working as Associate Professor in Graphic Era Deemed to be University, Dehradun, India. He is having more than 10 years of experience with academic and industry exposure. He is having more than 50 research papers in reputed journals and conferences. He contributed 3 books with publishers like Taylor and Francis, IGI global. He is having nearly 15 book chapters with different publishers. He has published 3 patents under his name. He is also associated with many journals in the capacity of editor, editorial board members and guest editor. He is also coordinator and member of smart city Dehradun, Uttarakhand, India.
Dr. Alaknanda Ashok is working as Professor and Dean, College of Technology, G.B.Pant University of Agriculture and Technology, Pantnagar. She is having a large administrative experience as director, Women Institute of technology and controller of examiner of Uttarakhand technical University. She is having more than 50 research papers in reputed journals and conferences of repute. She has also many book chapters. She is having 3 patents published. She is having many research project completed and undertaking under her supervision. She is also associated with many journals anc conferences in the capacity of editor, editorial board member and chair of conferences.
Mr. Parag Verma is working as Assistant Professor at Uttaranchal University, Dehradun. He is having a long experience of 8+ years in the field of industry and academics. He is having 15+ international papers in reputed conferences and journals. He has contributed 2 books with publishers like Nerosa and Alpha, and currently working on 2 more accepted books. He had also contributed 4 chapters for reputed publishers. He is also an editorial board member of many reputed conferences and journals including Scopus. He is also a guest editor of IJNCDS (Scopus Indexed inderscience Journal) and many more. He is associated with many societies and organizations for the welfare of educationalist societies.
Poonam Verma is a Ph.D student of the Computer Science Department of Graphic Era Deemed to be University at Dehradun. She received the Master's Degree from AKTU, Uttarpradesh in the Computer Science and Engineering. She has qualified UGC NET in 2017. Her interest areas of research are Deep Learning and Blockchain. She is currently working as Asst. Prof in GEHU, Dehradun.
作者簡介(中文翻譯)
Dr. Ankur Dumka在印度德拉敦的Graphic Era Deemed to be University擔任副教授。他在學術和工業領域擁有超過10年的經驗。他在知名期刊和會議上發表了50多篇研究論文。他與Taylor and Francis、IGI global等出版商合作出版了3本書籍。他還與不同的出版商合作撰寫了近15個書籍章節。他以自己的名義發表了3項專利。他還擔任許多期刊的編輯、編輯委員會成員和客座編輯。他還是印度德拉敦智慧城市的協調人和成員。
Dr. Alaknanda Ashok在印度G.B.Pant農業和技術大學的技術學院擔任教授和院長。她擔任過多個行政職位,包括婦女技術學院的院長和北阿坎德邦技術大學的考試主任。她在知名期刊和會議上發表了50多篇研究論文。她還有許多書籍章節。她發表了3項專利。她完成了許多研究項目並在其監督下進行。她還擔任許多期刊和會議的編輯、編輯委員會成員和會議主席。
Parag Verma先生在德拉敦的Uttaranchal大學擔任助理教授。他在工業和學術領域擁有8年以上的豐富經驗。他在知名會議和期刊上發表了15篇以上的國際論文。他與Nerosa和Alpha等出版商合作出版了2本書籍,目前還在撰寫2本已獲接受的書籍。他還為知名出版商撰寫了4個章節。他還是許多知名會議和期刊的編輯委員會成員,包括Scopus。他還是IJNCDS(Scopus Indexed inderscience Journal)等期刊的客座編輯。他與許多學會和組織合作,致力於教育學會的福利事業。
Poonam Verma是德拉敦Graphic Era Deemed to be University計算機科學系的博士生。她在Uttarpradesh的AKTU獲得了計算機科學和工程的碩士學位。她在2017年通過了UGC NET考試。她的研究興趣包括深度學習和區塊鏈。她目前在GEHU德拉敦擔任助理教授。