Clustering Techniques for Image Segmentation

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Publisher : Springer Nature
ISBN 13 : 3030812308
Total Pages : 121 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Clustering Techniques for Image Segmentation by : Fasahat Ullah Siddiqui

Download or read book Clustering Techniques for Image Segmentation written by Fasahat Ullah Siddiqui and published by Springer Nature. This book was released on 2021-10-29 with total page 121 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the workings of major clustering techniques along with their advantages and shortcomings. After introducing the topic, the authors illustrate their modified version that avoids those shortcomings. The book then introduces four modified clustering techniques, namely the Optimized K-Means (OKM), Enhanced Moving K-Means-1(EMKM-1), Enhanced Moving K-Means-2(EMKM-2), and Outlier Rejection Fuzzy C-Means (ORFCM). The authors show how the OKM technique can differentiate the empty and zero variance cluster, and the data assignment procedure of the K-mean clustering technique is redesigned. They then show how the EMKM-1 and EMKM-2 techniques reform the data-transferring concept of the Adaptive Moving K-Means (AMKM) to avoid the centroid trapping problem. And that the ORFCM technique uses the adaptable membership function to moderate the outlier effects on the Fuzzy C-meaning clustering technique. This book also covers the working steps and codings of quantitative analysis methods. The results highlight that the modified clustering techniques generate more homogenous regions in an image with better shape and sharp edge preservation. Showcases major clustering techniques, detailing their advantages and shortcomings; Includes several methods for evaluating the performance of segmentation techniques; Presents several applications including medical diagnosis systems, satellite imaging systems, and biometric systems.

Information and Automation

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Publisher : Springer Science & Business Media
ISBN 13 : 364219852X
Total Pages : 775 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Information and Automation by : Luo Qi

Download or read book Information and Automation written by Luo Qi and published by Springer Science & Business Media. This book was released on 2011-04-15 with total page 775 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the International Symposium on Information and Automation, ISIA 2010, held in Guangzhou, China, in November 2010. The 110 revised full papers presented were carefully reviewed and selected from numerous submissions. The symposium provides a forum for researchers, educators, engineers, and government officials to present and discuss their latest research results and exchange views on the future research directions in the general areas of Information and Automation.

Image Segmentation

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Publisher : John Wiley & Sons
ISBN 13 : 111985900X
Total Pages : 340 pages
Book Rating : 4.1/5 (198 download)

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Book Synopsis Image Segmentation by : Tao Lei

Download or read book Image Segmentation written by Tao Lei and published by John Wiley & Sons. This book was released on 2022-10-11 with total page 340 pages. Available in PDF, EPUB and Kindle. Book excerpt: Image Segmentation Summarizes and improves new theory, methods, and applications of current image segmentation approaches, written by leaders in the field The process of image segmentation divides an image into different regions based on the characteristics of pixels, resulting in a simplified image that can be more efficiently analyzed. Image segmentation has wide applications in numerous fields ranging from industry detection and bio-medicine to intelligent transportation and architecture. Image Segmentation: Principles, Techniques, and Applications is an up-to-date collection of recent techniques and methods devoted to the field of computer vision. Covering fundamental concepts, new theories and approaches, and a variety of practical applications including medical imaging, remote sensing, fuzzy clustering, and watershed transform. In-depth chapters present innovative methods developed by the authors—such as convolutional neural networks, graph convolutional networks, deformable convolution, and model compression—to assist graduate students and researchers apply and improve image segmentation in their work. Describes basic principles of image segmentation and related mathematical methods such as clustering, neural networks, and mathematical morphology. Introduces new methods for achieving rapid and accurate image segmentation based on classic image processing and machine learning theory. Presents techniques for improved convolutional neural networks for scene segmentation, object recognition, and change detection, etc. Highlights the effect of image segmentation in various application scenarios such as traffic image analysis, medical image analysis, remote sensing applications, and material analysis, etc. Image Segmentation: Principles, Techniques, and Applications is an essential resource for undergraduate and graduate courses such as image and video processing, computer vision, and digital signal processing, as well as researchers working in computer vision and image analysis looking to improve their techniques and methods.

Recent Advances in Hybrid Metaheuristics for Data Clustering

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Publisher : John Wiley & Sons
ISBN 13 : 1119551595
Total Pages : 196 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Recent Advances in Hybrid Metaheuristics for Data Clustering by : Sourav De

Download or read book Recent Advances in Hybrid Metaheuristics for Data Clustering written by Sourav De and published by John Wiley & Sons. This book was released on 2020-08-24 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt: An authoritative guide to an in-depth analysis of various state-of-the-art data clustering approaches using a range of computational intelligence techniques Recent Advances in Hybrid Metaheuristics for Data Clustering offers a guide to the fundamentals of various metaheuristics and their application to data clustering. Metaheuristics are designed to tackle complex clustering problems where classical clustering algorithms have failed to be either effective or efficient. The authors noted experts on the topic provide a text that can aid in the design and development of hybrid metaheuristics to be applied to data clustering. The book includes performance analysis of the hybrid metaheuristics in relationship to their conventional counterparts. In addition to providing a review of data clustering, the authors include in-depth analysis of different optimization algorithms. The text offers a step-by-step guide in the build-up of hybrid metaheuristics and to enhance comprehension. In addition, the book contains a range of real-life case studies and their applications. This important text: Includes performance analysis of the hybrid metaheuristics as related to their conventional counterparts Offers an in-depth analysis of a range of optimization algorithms Highlights a review of data clustering Contains a detailed overview of different standard metaheuristics in current use Presents a step-by-step guide to the build-up of hybrid metaheuristics Offers real-life case studies and applications Written for researchers, students and academics in computer science, mathematics, and engineering, Recent Advances in Hybrid Metaheuristics for Data Clustering provides a text that explores the current data clustering approaches using a range of computational intelligence techniques.

I3CAC 2021

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Publisher : European Alliance for Innovation
ISBN 13 : 1631903063
Total Pages : 1318 pages
Book Rating : 4.6/5 (319 download)

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Book Synopsis I3CAC 2021 by : Mahalingam Sundhararajan

Download or read book I3CAC 2021 written by Mahalingam Sundhararajan and published by European Alliance for Innovation. This book was released on 2021-06-04 with total page 1318 pages. Available in PDF, EPUB and Kindle. Book excerpt: I3CAC provides a premier interdisciplinary platform for researchers, practitioners and educators to present and discuss not only the most recent innovations, trends, and concerns but also practical challenges encountered and solutions adopted in the fields of computing, communication and control systems. Participation of three renowned speakers and oral presentations of the 128 authors were presented in our conference. We strongly believe that the I3CAC 2021 conference provides a good forum for all researchers, developers and practitioners to discuss.

Hybrid Intelligence for Image Analysis and Understanding

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Publisher : John Wiley & Sons
ISBN 13 : 1119242932
Total Pages : 467 pages
Book Rating : 4.1/5 (192 download)

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Book Synopsis Hybrid Intelligence for Image Analysis and Understanding by : Siddhartha Bhattacharyya

Download or read book Hybrid Intelligence for Image Analysis and Understanding written by Siddhartha Bhattacharyya and published by John Wiley & Sons. This book was released on 2017-07-27 with total page 467 pages. Available in PDF, EPUB and Kindle. Book excerpt: A synergy of techniques on hybrid intelligence for real-life image analysis Hybrid Intelligence for Image Analysis and Understanding brings together research on the latest results and progress in the development of hybrid intelligent techniques for faithful image analysis and understanding. As such, the focus is on the methods of computational intelligence, with an emphasis on hybrid intelligent methods applied to image analysis and understanding. The book offers a diverse range of hybrid intelligence techniques under the umbrellas of image thresholding, image segmentation, image analysis and video analysis. Key features: Provides in-depth analysis of hybrid intelligent paradigms. Divided into self-contained chapters. Provides ample case studies, illustrations and photographs of real-life examples to illustrate findings and applications of different hybrid intelligent paradigms. Offers new solutions to recent problems in computer science, specifically in the application of hybrid intelligent techniques for image analysis and understanding, using well-known contemporary algorithms. The book is essential reading for lecturers, researchers and graduate students in electrical engineering and computer science.

Advances in Intelligent Informatics

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Publisher : Springer
ISBN 13 : 331911218X
Total Pages : 663 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Advances in Intelligent Informatics by : El-Sayed M. El-Alfy

Download or read book Advances in Intelligent Informatics written by El-Sayed M. El-Alfy and published by Springer. This book was released on 2014-09-08 with total page 663 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains a selection of refereed and revised papers of Intelligent Informatics Track originally presented at the third International Symposium on Intelligent Informatics (ISI-2014), September 24-27, 2014, Delhi, India. The papers selected for this Track cover several intelligent informatics and related topics including signal processing, pattern recognition, image processing data mining and their applications.

ICCCE 2020

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Publisher : Springer Nature
ISBN 13 : 981157961X
Total Pages : 1561 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis ICCCE 2020 by : Amit Kumar

Download or read book ICCCE 2020 written by Amit Kumar and published by Springer Nature. This book was released on 2020-10-11 with total page 1561 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a collection of research papers and articles presented at the 3rd International Conference on Communications and Cyber-Physical Engineering (ICCCE 2020), held on 1-2 February 2020 at CMR Engineering College, Hyderabad, Telangana, India. Discussing the latest developments in voice and data communication engineering, cyber-physical systems, network science, communication software, image and multimedia processing research and applications, as well as communication technologies and other related technologies, it includes contributions from both academia and industry. This book is a valuable resource for scientists, research scholars and PG students working to formulate their research ideas and find the future directions in these areas. Further, it may serve as a reference work to understand the latest engineering and technologies used by practicing engineers in the field of communication engineering.

Emerging Trends in ICT for Sustainable Development

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Publisher : Springer Nature
ISBN 13 : 3030534405
Total Pages : 406 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Emerging Trends in ICT for Sustainable Development by : Mohamed Ben Ahmed

Download or read book Emerging Trends in ICT for Sustainable Development written by Mohamed Ben Ahmed and published by Springer Nature. This book was released on 2021-01-23 with total page 406 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book features original research and recent advances in ICT fields related to sustainable development. Based the International Conference on Networks, Intelligent systems, Computing & Environmental Informatics for Sustainable Development, held in Marrakech in April 2020, it features peer-reviewed chapters authored by prominent researchers from around the globe. As such it is an invaluable resource for courses in computer science, electrical engineering and urban sciences for sustainable development. This book covered topics including • Green Networks • Artificial Intelligence for Sustainability• Environment Informatics• Computing Technologies

Applications of Firefly Algorithm and its Variants

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Publisher : Springer Nature
ISBN 13 : 9811503060
Total Pages : 275 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Applications of Firefly Algorithm and its Variants by : Nilanjan Dey

Download or read book Applications of Firefly Algorithm and its Variants written by Nilanjan Dey and published by Springer Nature. This book was released on 2019-11-09 with total page 275 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book discusses advantages of the firefly algorithm over other well-known metaheuristic algorithms in various engineering studies. The book provides a brief outline of various application-oriented problem solving methods, like economic emission load dispatch problem, designing a fully digital controlled reconfigurable switched beam nonconcentric ring array antenna, image segmentation, span minimization in permutation flow shop scheduling, multi-objective load dispatch problems, image compression, etc., using FA and its variants. It also covers the use of the firefly algorithm to select features, as research has shown that the firefly algorithm generates precise and optimal results in terms of time and optimality. In addition, the book also explores the potential of the firefly algorithm to provide a solution to traveling salesman problem, graph coloring problem, etc

Handbook of Medical Imaging

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Publisher : Academic Press
ISBN 13 : 0080533108
Total Pages : 983 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Handbook of Medical Imaging by :

Download or read book Handbook of Medical Imaging written by and published by Academic Press. This book was released on 2000-10-09 with total page 983 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, the remarkable advances in medical imaging instruments have increased their use considerably for diagnostics as well as planning and follow-up of treatment. Emerging from the fields of radiology, medical physics and engineering, medical imaging no longer simply deals with the technology and interpretation of radiographic images. The limitless possibilities presented by computer science and technology, coupled with engineering advances in signal processing, optics and nuclear medicine have created the vastly expanded field of medical imaging. The Handbook of Medical Imaging is the first comprehensive compilation of the concepts and techniques used to analyze and manipulate medical images after they have been generated or digitized. The Handbook is organized in six sections that relate to the main functions needed for processing: enhancement, segmentation, quantification, registration, visualization as well as compression storage and telemedicine. * Internationally renowned authors(Johns Hopkins, Harvard, UCLA, Yale, Columbia, UCSF) * Includes imaging and visualization * Contains over 60 pages of stunning, four-color images

Fuzzy Expert Systems for Disease Diagnosis

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Publisher : IGI Global
ISBN 13 : 1466672412
Total Pages : 420 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Fuzzy Expert Systems for Disease Diagnosis by : Kumar, A.V. Senthil

Download or read book Fuzzy Expert Systems for Disease Diagnosis written by Kumar, A.V. Senthil and published by IGI Global. This book was released on 2014-11-30 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: The development of fuzzy expert systems has provided new opportunities for problem solving amidst uncertainties. The medical field, in particular, has benefitted tremendously from advancing fuzzy system technologies. Fuzzy Expert Systems for Disease Diagnosis highlights the latest research and developments in fuzzy rule-based methods used in the detection of medical complications and illness. Offering emerging solutions and practical applications, this timely publication is designed for use by researchers, academicians, and students, as well as practitioners in the medical field.

Human-Computer Interaction: Concepts, Methodologies, Tools, and Applications

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Publisher : IGI Global
ISBN 13 : 1466687908
Total Pages : 2249 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Human-Computer Interaction: Concepts, Methodologies, Tools, and Applications by : Management Association, Information Resources

Download or read book Human-Computer Interaction: Concepts, Methodologies, Tools, and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2015-10-02 with total page 2249 pages. Available in PDF, EPUB and Kindle. Book excerpt: As modern technologies continue to develop and evolve, the ability of users to interface with new systems becomes a paramount concern. Research into new ways for humans to make use of advanced computers and other such technologies is necessary to fully realize the potential of 21st century tools. Human-Computer Interaction: Concepts, Methodologies, Tools, and Applications gathers research on user interfaces for advanced technologies and how these interfaces can facilitate new developments in the fields of robotics, assistive technologies, and computational intelligence. This four-volume reference contains cutting-edge research for computer scientists; faculty and students of robotics, digital science, and networked communications; and clinicians invested in assistive technologies. This seminal reference work includes chapters on topics pertaining to system usability, interactive design, mobile interfaces, virtual worlds, and more.

Soft Computing: Theories and Applications

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Publisher : Springer Nature
ISBN 13 : 9819720893
Total Pages : 472 pages
Book Rating : 4.8/5 (197 download)

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Book Synopsis Soft Computing: Theories and Applications by : Rajesh Kumar

Download or read book Soft Computing: Theories and Applications written by Rajesh Kumar and published by Springer Nature. This book was released on with total page 472 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Rising Threats in Expert Applications and Solutions

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Publisher : Springer Nature
ISBN 13 : 9811560145
Total Pages : 799 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Rising Threats in Expert Applications and Solutions by : Vijay Singh Rathore

Download or read book Rising Threats in Expert Applications and Solutions written by Vijay Singh Rathore and published by Springer Nature. This book was released on 2020-10-01 with total page 799 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents high-quality, peer-reviewed papers from the FICR International Conference on Rising Threats in Expert Applications and Solutions 2020, held at IIS University Jaipur, Rajasthan, India, on January 17–19, 2020. Featuring innovative ideas from researchers, academics, industry professionals and students, the book covers a variety of topics, including expert applications and artificial intelligence/machine learning; advanced web technologies, like IoT, big data, and cloud computing in expert applications; information and cybersecurity threats and solutions; multimedia applications in forensics, security and intelligence; advances in app development; management practices for expert applications; and social and ethical aspects of expert applications in applied sciences.

A Fast Image Segmentation Algorithm Based on Saliency Map and Neutrosophic Set Theory

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Author :
Publisher : Infinite Study
ISBN 13 :
Total Pages : 12 pages
Book Rating : 4./5 ( download)

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Book Synopsis A Fast Image Segmentation Algorithm Based on Saliency Map and Neutrosophic Set Theory by : Sensen Song

Download or read book A Fast Image Segmentation Algorithm Based on Saliency Map and Neutrosophic Set Theory written by Sensen Song and published by Infinite Study. This book was released on with total page 12 pages. Available in PDF, EPUB and Kindle. Book excerpt: Due to more or less deviations in the imaging system, there will be noise in the image, which makes the image segmentation inaccurate. To divide a natural image into a more accurate binary image, the target and background of the image are effectively separated to achieve a more effective segmentation result. Therefore, this paper proposes an image segmentation algorithm combining a saliency map and neutrosophic set (NS) theory. First, to overcome the problem of weak edges in the image, we highlight the details and use the guided filter to filter the various channels of the natural image. Then, the initial saliency map is generated. After the weighted superposition of the initial saliency map, the local entropy map and the gray scale map, the final saliency map can be generated using the nonlinear function, and it can effectively highlight the foreground information of the image. Second, the saliency map is transformed to the NS domain and interpreted by three subsets: true (T), indeterminate (I), and false (F). According to NS theory, the indeterminacy is reduced, and the segmentation results are finally obtained by using the method of threshold. Various experiments were done and compared with other state-of-the-art approaches. These experiments demonstrate the effect of the proposed work, which is fast and effective for de-noising.

ICCCE 2018

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Publisher : Springer
ISBN 13 : 981130212X
Total Pages : 775 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis ICCCE 2018 by : Amit Kumar

Download or read book ICCCE 2018 written by Amit Kumar and published by Springer. This book was released on 2018-08-31 with total page 775 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book comprises selected articles from the International Communications Conference (ICC) 2018 held in Hyderabad, India in 2018. It offers in-depth information on the latest developments in voice-, data-, image- and multimedia processing research and applications, and includes contributions from both academia and industry.