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Emerging trends in image processing, computer vision, and pattern recognition [electronic resource]

Emerging trends in image processing, computer vision, and pattern recognition [electronic resource]

자료유형
E-Book(소장)
개인저자
Deligiannidis, Leonidas. Arabnia, Hamid.
서명 / 저자사항
Emerging trends in image processing, computer vision, and pattern recognition [electronic resource] / edited by Leonidas Deligiannidis, Hamid R. Arabnia.
발행사항
Amsterdam ;   Waltham, MA :   Elsevier/Morgan Kaufmann,   c2015.  
형태사항
1 online resource (xxxv, 609 p.) : ill. (some col.).
총서사항
Emerging trends in computer science and applied computing
ISBN
9780128020920 (electronic bk.) 012802092X (electronic bk.) 9780128020456 0128020458
요약
This book discusses the latest trends in imaging science, which at its core, consists of three intertwined computer science fields: image processing, computer vision, and pattern recognition. Drawing upon the knowledge of recognized experts with years of practical experience and discussing new applications, editors, Deligiannidis and Arabnia cover: 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; application techniques in computer vision; 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. --
일반주기
Title from e-Book title page.  
서지주기
Includes bibliographical references and index.
이용가능한 다른형태자료
Issued also as a book.  
일반주제명
Image processing --Digital techniques. Computer vision. Optical pattern recognition.
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ScienceDirect   URL
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245 0 0 ▼a Emerging trends in image processing, computer vision, and pattern recognition ▼h [electronic resource] / ▼c edited by Leonidas Deligiannidis, Hamid R. Arabnia.
260 ▼a Amsterdam ; ▼a Waltham, MA : ▼b Elsevier/Morgan Kaufmann, ▼c c2015.
300 ▼a 1 online resource (xxxv, 609 p.) : ▼b ill. (some col.).
490 1 ▼a Emerging trends in computer science and applied computing
500 ▼a Title from e-Book title page.
504 ▼a Includes bibliographical references and index.
520 ▼a This book discusses the latest trends in imaging science, which at its core, consists of three intertwined computer science fields: image processing, computer vision, and pattern recognition. Drawing upon the knowledge of recognized experts with years of practical experience and discussing new applications, editors, Deligiannidis and Arabnia cover: 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; application techniques in computer vision; 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. -- ▼c Edited summary from book.
530 ▼a Issued also as a book.
538 ▼a Mode of access: World Wide Web.
650 0 ▼a Image processing ▼x Digital techniques.
650 0 ▼a Computer vision.
650 0 ▼a Optical pattern recognition.
700 1 ▼a Deligiannidis, Leonidas.
700 1 ▼a Arabnia, Hamid.
830 0 ▼a Emerging trends in computer science and applied computing.
856 4 0 ▼3 ScienceDirect ▼u https://oca.korea.ac.kr/link.n2s?url=http://www.sciencedirect.com/science/book/9780128020456
945 ▼a KLPA
991 ▼a E-Book(소장)

소장정보

No. 소장처 청구기호 등록번호 도서상태 반납예정일 예약 서비스
No. 1 소장처 중앙도서관/e-Book 컬렉션/ 청구기호 CR 006.42 등록번호 E14013614 도서상태 대출불가(열람가능) 반납예정일 예약 서비스 M

컨텐츠정보

목차

Section	Section Description	Page Number
Image Processing (about 30 articles)	
    This section addresses many of the low-level processing as well as imaging fundamentals	
Chapter 1	Software Tools for Imaging	
Chapter 2	    Image Generation, Acquisition, and Processing	
Chapter 3	    Image-based Modeling and Algorithms	
Chapter 4	    Mathematical Morphology	
Chapter 5	    Image Geometry and Multi-view Geometry	
Chapter 6	    3D Imaging	
Chapter 7	    Novel Noise Reduction Algorithms	
Chapter 8	    Image Restoration	
Chapter 9	    Enhancement Techniques	
Chapter 10	    Segmentation Techniques	
Chapter 11	    Motion and Tracking Algorithms and Applications	
Chapter 12	    Watermarking Methods and Protection + Wavelet Methods	
Chapter 13	    Image Data Structures and Databases	
Chapter 14	    Image Compression, Coding, and Encryption	
Chapter 15	    Video Analysis	
Chapter 16	    Multi-resolution Imaging Techniques	
Chapter 17	    Performance Analysis and Evaluation	
Chapter 18	    Multimedia Systems and Applications	
Chapter 19	    Novel Image Processing Applications	
Section 2	Computer Vision (about 25 articles)	
    This section addresses many of the mid- to high-level processing as well as vision fundamentals	
Chapter 20	Camera Networks and Vision	
Chapter 21	    Sensors and Early Vision	
Chapter 22	    Machine Learning Technologies for Vision	
Chapter 23	    Image Feature Extraction	
Chapter 24	    Cognitive and Biologically Inspired Vision	
Chapter 25	    Object Recognition	
Chapter 26	    Soft Computing Methods in Image Processing and Vision	
Chapter 27	    Stereo Vision	
Chapter 28	    Active and Robot Vision	
Chapter 29	    Face and Gesture Recognition	
Chapter 30	    Fuzzy and Neural Techniques in Vision	
Chapter 31	    Medical Image Processing and Analysis	
Chapter 32	    Novel Document Image Understanding Techniques	
Chapter 33	    Special-purpose Machine Architectures for Vision	
Chapter 34	    Biometric Authentication	
Chapter 35	    Novel Vision Application and Case Studies	
Section 3	Pattern Recognition (about 20 articles)	
    This section presents a number of pattern recognition algorithms and methodologies that are of value to the image processing and computer vision research communities	
Chapter 36	    Supervised and Un-supervised Classification Algorithms	
Chapter 37	    Clustering Techniques	
Chapter 38	    Dimensionality Reduction Methods in Pattern Recognition	
Chapter 39	    Symbolic Learning	
Chapter 40	    Ensemble Learning Algorithms	
Chapter 41	    Parsing Algorithms	
Chapter 42	    Bayesian Methods in Pattern Recognition and Matching	
Chapter 43	    Statistical Pattern Recognition	
Chapter 44	    Invariance in Pattern Recognition	
Chapter 45	    Knowledge-based Recognition	
Chapter 46	    Structural and Syntactic Pattern Recognition	
Chapter 47	    Applications Including: Security, Medicine, Robotic, GIS, Remote Sensing, Industrial Inspection, Nondestructive Evaluation (or NDE), ...	
Chapter 48	    Case studies and Emerging technologies

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