Bridging the Semantic Gap in Image and Video Analysis

Bridging the Semantic Gap in Image and Video Analysis

Author: Halina Kwaśnicka

Publisher: Springer

Published: 2018-02-20

Total Pages: 163

ISBN-13: 3319738917

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This book presents cutting-edge research on various ways to bridge the semantic gap in image and video analysis. The respective chapters address different stages of image processing, revealing that the first step is a future extraction, the second is a segmentation process, the third is object recognition, and the fourth and last involve the semantic interpretation of the image. The semantic gap is a challenging area of research, and describes the difference between low-level features extracted from the image and the high-level semantic meanings that people can derive from the image. The result greatly depends on lower level vision techniques, such as feature selection, segmentation, object recognition, and so on. The use of deep models has freed humans from manually selecting and extracting the set of features. Deep learning does this automatically, developing more abstract features at the successive levels. The book offers a valuable resource for researchers, practitioners, students and professors in Computer Engineering, Computer Science and related fields whose work involves images, video analysis, image interpretation and so on.


Book Synopsis Bridging the Semantic Gap in Image and Video Analysis by : Halina Kwaśnicka

Download or read book Bridging the Semantic Gap in Image and Video Analysis written by Halina Kwaśnicka and published by Springer. This book was released on 2018-02-20 with total page 163 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents cutting-edge research on various ways to bridge the semantic gap in image and video analysis. The respective chapters address different stages of image processing, revealing that the first step is a future extraction, the second is a segmentation process, the third is object recognition, and the fourth and last involve the semantic interpretation of the image. The semantic gap is a challenging area of research, and describes the difference between low-level features extracted from the image and the high-level semantic meanings that people can derive from the image. The result greatly depends on lower level vision techniques, such as feature selection, segmentation, object recognition, and so on. The use of deep models has freed humans from manually selecting and extracting the set of features. Deep learning does this automatically, developing more abstract features at the successive levels. The book offers a valuable resource for researchers, practitioners, students and professors in Computer Engineering, Computer Science and related fields whose work involves images, video analysis, image interpretation and so on.

Knowledge-Driven Multimedia Information Extraction and Ontology Evolution

Knowledge-Driven Multimedia Information Extraction and Ontology Evolution

Author: Georgios Paliouras

Publisher: Springer Science & Business Media

Published: 2011-05-19

Total Pages: 251

ISBN-13: 3642207944

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This book presents the state of the art in the areas of ontology evolution and knowledge-driven multimedia information extraction, placing an emphasis on how the two can be combined to bridge the semantic gap. This was also the goal of the EC-sponsored BOEMIE (Bootstrapping Ontology Evolution with Multimedia Information Extraction) project, to which the authors of this book have all contributed. The book addresses researchers and practitioners in the field of computer science and more specifically in knowledge representation and management, ontology evolution, and information extraction from multimedia data. It may also constitute an excellent guide to students attending courses within a computer science study program, addressing information processing and extraction from any type of media (text, images, and video). Among other things, the book gives concrete examples of how several of the methods discussed can be applied to athletics (track and field) events.


Book Synopsis Knowledge-Driven Multimedia Information Extraction and Ontology Evolution by : Georgios Paliouras

Download or read book Knowledge-Driven Multimedia Information Extraction and Ontology Evolution written by Georgios Paliouras and published by Springer Science & Business Media. This book was released on 2011-05-19 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the state of the art in the areas of ontology evolution and knowledge-driven multimedia information extraction, placing an emphasis on how the two can be combined to bridge the semantic gap. This was also the goal of the EC-sponsored BOEMIE (Bootstrapping Ontology Evolution with Multimedia Information Extraction) project, to which the authors of this book have all contributed. The book addresses researchers and practitioners in the field of computer science and more specifically in knowledge representation and management, ontology evolution, and information extraction from multimedia data. It may also constitute an excellent guide to students attending courses within a computer science study program, addressing information processing and extraction from any type of media (text, images, and video). Among other things, the book gives concrete examples of how several of the methods discussed can be applied to athletics (track and field) events.

Knowledge-Driven Multimedia Information Extraction and Ontology Evolution

Knowledge-Driven Multimedia Information Extraction and Ontology Evolution

Author: Georgios Paliouras

Publisher: Springer

Published: 2011-05-06

Total Pages: 251

ISBN-13: 3642207952

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This book presents the state of the art in the areas of ontology evolution and knowledge-driven multimedia information extraction, placing an emphasis on how the two can be combined to bridge the semantic gap. This was also the goal of the EC-sponsored BOEMIE (Bootstrapping Ontology Evolution with Multimedia Information Extraction) project, to which the authors of this book have all contributed. The book addresses researchers and practitioners in the field of computer science and more specifically in knowledge representation and management, ontology evolution, and information extraction from multimedia data. It may also constitute an excellent guide to students attending courses within a computer science study program, addressing information processing and extraction from any type of media (text, images, and video). Among other things, the book gives concrete examples of how several of the methods discussed can be applied to athletics (track and field) events.


Book Synopsis Knowledge-Driven Multimedia Information Extraction and Ontology Evolution by : Georgios Paliouras

Download or read book Knowledge-Driven Multimedia Information Extraction and Ontology Evolution written by Georgios Paliouras and published by Springer. This book was released on 2011-05-06 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the state of the art in the areas of ontology evolution and knowledge-driven multimedia information extraction, placing an emphasis on how the two can be combined to bridge the semantic gap. This was also the goal of the EC-sponsored BOEMIE (Bootstrapping Ontology Evolution with Multimedia Information Extraction) project, to which the authors of this book have all contributed. The book addresses researchers and practitioners in the field of computer science and more specifically in knowledge representation and management, ontology evolution, and information extraction from multimedia data. It may also constitute an excellent guide to students attending courses within a computer science study program, addressing information processing and extraction from any type of media (text, images, and video). Among other things, the book gives concrete examples of how several of the methods discussed can be applied to athletics (track and field) events.

Concept-Based Video Retrieval

Concept-Based Video Retrieval

Author: Cees G. M. Snoek

Publisher: Now Publishers Inc

Published: 2009

Total Pages: 123

ISBN-13: 1601982348

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In this paper, we review 300 references on video retrieval, indicating when text-only solutions are unsatisfactory and showing the promising alternatives which are in majority concept-based. Therefore, central to our discussion is the notion of a semantic concept: an objective linguistic description of an observable entity. Specifically, we present our view on how its automated detection, selection under uncertainty, and interactive usage might solve the major scientific problem for video retrieval: the semantic gap. To bridge the gap, we lay down the anatomy of a concept-based video search engine. We present a component-wise decomposition of such an interdisciplinary multimedia system, covering influences from information retrieval, computer vision, machine learning, and human-computer interaction. For each of the components we review state-of-the-art solutions in the literature, each having different characteristics and merits. Because of these differences, we cannot understand the progress in video retrieval without serious evaluation efforts such as carried out in the NIST TRECVID benchmark. We discuss its data, tasks, results, and the many derived community initiatives in creating annotations and baselines for repeatable experiments. We conclude with our perspective on future challenges and opportunities.


Book Synopsis Concept-Based Video Retrieval by : Cees G. M. Snoek

Download or read book Concept-Based Video Retrieval written by Cees G. M. Snoek and published by Now Publishers Inc. This book was released on 2009 with total page 123 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this paper, we review 300 references on video retrieval, indicating when text-only solutions are unsatisfactory and showing the promising alternatives which are in majority concept-based. Therefore, central to our discussion is the notion of a semantic concept: an objective linguistic description of an observable entity. Specifically, we present our view on how its automated detection, selection under uncertainty, and interactive usage might solve the major scientific problem for video retrieval: the semantic gap. To bridge the gap, we lay down the anatomy of a concept-based video search engine. We present a component-wise decomposition of such an interdisciplinary multimedia system, covering influences from information retrieval, computer vision, machine learning, and human-computer interaction. For each of the components we review state-of-the-art solutions in the literature, each having different characteristics and merits. Because of these differences, we cannot understand the progress in video retrieval without serious evaluation efforts such as carried out in the NIST TRECVID benchmark. We discuss its data, tasks, results, and the many derived community initiatives in creating annotations and baselines for repeatable experiments. We conclude with our perspective on future challenges and opportunities.

Intelligent Systems in Big Data, Semantic Web and Machine Learning

Intelligent Systems in Big Data, Semantic Web and Machine Learning

Author: Noreddine Gherabi

Publisher: Springer Nature

Published: 2021-05-28

Total Pages: 315

ISBN-13: 303072588X

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This book describes important methodologies, tools and techniques from the fields of artificial intelligence, basically those which are based on relevant conceptual and formal development. The coverage is wide, ranging from machine learning to the use of data on the Semantic Web, with many new topics. The contributions are concerned with machine learning, big data, data processing in medicine, similarity processing in ontologies, semantic image analysis, as well as many applications including the use of machine leaning techniques for cloud security, artificial intelligence techniques for detecting COVID-19, the Internet of things, etc. The book is meant to be a very important and useful source of information for researchers and doctoral students in data analysis, Semantic Web, big data, machine learning, computer engineering and related disciplines, as well as for postgraduate students who want to integrate the doctoral cycle.


Book Synopsis Intelligent Systems in Big Data, Semantic Web and Machine Learning by : Noreddine Gherabi

Download or read book Intelligent Systems in Big Data, Semantic Web and Machine Learning written by Noreddine Gherabi and published by Springer Nature. This book was released on 2021-05-28 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes important methodologies, tools and techniques from the fields of artificial intelligence, basically those which are based on relevant conceptual and formal development. The coverage is wide, ranging from machine learning to the use of data on the Semantic Web, with many new topics. The contributions are concerned with machine learning, big data, data processing in medicine, similarity processing in ontologies, semantic image analysis, as well as many applications including the use of machine leaning techniques for cloud security, artificial intelligence techniques for detecting COVID-19, the Internet of things, etc. The book is meant to be a very important and useful source of information for researchers and doctoral students in data analysis, Semantic Web, big data, machine learning, computer engineering and related disciplines, as well as for postgraduate students who want to integrate the doctoral cycle.

Distributed Multimedia Databases

Distributed Multimedia Databases

Author: Timothy K. Shih

Publisher: IGI Global

Published: 2002-01-01

Total Pages: 402

ISBN-13: 9781930708297

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In the last few years we have observed an explosive growth of multimedia computing, communication and applications. This revolution is transforming the way people live, work, and interact with each other, and is impacting the way business, government services, education, entertainment and healthcare are operating. Yet, several issues related to modeling, specification, analysis and design of distributed multimedia database systems and multimedia information retrieval are still challenging to both researchers and praclitioners. Distributed Multimedia Databases: Techniques and Applications points out these challenges and provides valuable suggestions toward the necessary solutions, by focusing on multimedia database techniques.


Book Synopsis Distributed Multimedia Databases by : Timothy K. Shih

Download or read book Distributed Multimedia Databases written by Timothy K. Shih and published by IGI Global. This book was released on 2002-01-01 with total page 402 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the last few years we have observed an explosive growth of multimedia computing, communication and applications. This revolution is transforming the way people live, work, and interact with each other, and is impacting the way business, government services, education, entertainment and healthcare are operating. Yet, several issues related to modeling, specification, analysis and design of distributed multimedia database systems and multimedia information retrieval are still challenging to both researchers and praclitioners. Distributed Multimedia Databases: Techniques and Applications points out these challenges and provides valuable suggestions toward the necessary solutions, by focusing on multimedia database techniques.

2nd International Conference on Creative Multimedia 2022 (ICCM 2022)

2nd International Conference on Creative Multimedia 2022 (ICCM 2022)

Author: Fauzan Mustaffa

Publisher: Springer Nature

Published: 2023-02-10

Total Pages: 310

ISBN-13: 2494069572

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This is an open access book.The Faculty of Creative Multimedia (FCM), Multimedia University will hold the 2nd International Conference on Creative Multimedia 2022 (ICCM2022) on 25-27 July 2022 (Virtual Conference). ICCM2022 invites prospective authors to take part by submitting research papers in pursuing the vibrant discourse of creative multimedia. ICCM2022 aims to bring together related research scholars, educators, practitioners, policymakers, enthusiasts, fellow students, and design entrepreneurs from various perspectives, disciplines, and fields to share and exchange their research experiences and results on all aspects of arts, design, and creative media technologies. ICCM2022 embraces possibilities, provides an interdisciplinary forum for all stakeholders to present and discuss current trends, innovations, and concerns, as well as practical issues and solutions in the field of creative multimedia. We welcome high-quality research contributions dealing with original and unpublished results on fundamental, conceptual, empirical and experimental work in all areas of arts, design and creative media technologies.


Book Synopsis 2nd International Conference on Creative Multimedia 2022 (ICCM 2022) by : Fauzan Mustaffa

Download or read book 2nd International Conference on Creative Multimedia 2022 (ICCM 2022) written by Fauzan Mustaffa and published by Springer Nature. This book was released on 2023-02-10 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is an open access book.The Faculty of Creative Multimedia (FCM), Multimedia University will hold the 2nd International Conference on Creative Multimedia 2022 (ICCM2022) on 25-27 July 2022 (Virtual Conference). ICCM2022 invites prospective authors to take part by submitting research papers in pursuing the vibrant discourse of creative multimedia. ICCM2022 aims to bring together related research scholars, educators, practitioners, policymakers, enthusiasts, fellow students, and design entrepreneurs from various perspectives, disciplines, and fields to share and exchange their research experiences and results on all aspects of arts, design, and creative media technologies. ICCM2022 embraces possibilities, provides an interdisciplinary forum for all stakeholders to present and discuss current trends, innovations, and concerns, as well as practical issues and solutions in the field of creative multimedia. We welcome high-quality research contributions dealing with original and unpublished results on fundamental, conceptual, empirical and experimental work in all areas of arts, design and creative media technologies.

Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2017

Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2017

Author: Aboul Ella Hassanien

Publisher: Springer

Published: 2017-08-30

Total Pages: 917

ISBN-13: 3319648616

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This book gathers the proceedings of the 3rd International Conference on Advanced Intelligent Systems and Informatics 2017 (AISI2017), which took place in Cairo, Egypt from September 9 to 11, 2017. This international and interdisciplinary conference, which highlighted essential research and developments in the field of informatics and intelligent systems, was organized by the Scientific Research Group in Egypt (SRGE). The book’s content is divided into five main sections: Intelligent Language Processing, Intelligent Systems, Intelligent Robotics Systems, Informatics, and the Internet of Things.


Book Synopsis Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2017 by : Aboul Ella Hassanien

Download or read book Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2017 written by Aboul Ella Hassanien and published by Springer. This book was released on 2017-08-30 with total page 917 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers the proceedings of the 3rd International Conference on Advanced Intelligent Systems and Informatics 2017 (AISI2017), which took place in Cairo, Egypt from September 9 to 11, 2017. This international and interdisciplinary conference, which highlighted essential research and developments in the field of informatics and intelligent systems, was organized by the Scientific Research Group in Egypt (SRGE). The book’s content is divided into five main sections: Intelligent Language Processing, Intelligent Systems, Intelligent Robotics Systems, Informatics, and the Internet of Things.

KI 2008: Advances in Artificial Intelligence

KI 2008: Advances in Artificial Intelligence

Author: Andreas Dengel

Publisher: Springer Science & Business Media

Published: 2008-09-16

Total Pages: 416

ISBN-13: 354085844X

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KI 2008 was the 31st Annual German Conference on Arti?cial Intelligence held September 23–26 at the University of Kaiserslautern and the German Research Center for Arti?cial Intelligence DFKI GmbH in Kaiserslautern, Germany. The conference series started in 1975 with the German Workshop on AI (GWAI), which took place in Bonn, and represents the ?rst forum of its type for the German AI Community. Over the years AI has become a major ?eld in c- puter scienceinGermanyinvolvinga numberof successfulprojects thatreceived much international attention. Today KI conferences are international forums where participants from academia and industry from all over the world meet to exchange their recent research results and to discuss trends in the ?eld. Since 1993 the meeting has been called the “Annual German Conference on Arti?cial Intelligence,” designated by the German acronym KI. This volume contains the papers selected out of 77 submissions, including a number of submissions from outside German-speaking countries. In total, 15 submissions (19%) were accepted for oral and 30 (39%) for poster presentation. Oralpresentationsattheconferenceweresingletrack. Becauseofthis,thechoice of presentation form (oral, poster) was based on how well reviews indicated that the paper would ?t into one or the other format. The proceedings allocate the same space to both types of papers. In addition, we selected six papers that show high application potential - scribing systems or prototypical implementations of innovative AI technologies. They are also included in this volume as two-page extended abstracts.


Book Synopsis KI 2008: Advances in Artificial Intelligence by : Andreas Dengel

Download or read book KI 2008: Advances in Artificial Intelligence written by Andreas Dengel and published by Springer Science & Business Media. This book was released on 2008-09-16 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: KI 2008 was the 31st Annual German Conference on Arti?cial Intelligence held September 23–26 at the University of Kaiserslautern and the German Research Center for Arti?cial Intelligence DFKI GmbH in Kaiserslautern, Germany. The conference series started in 1975 with the German Workshop on AI (GWAI), which took place in Bonn, and represents the ?rst forum of its type for the German AI Community. Over the years AI has become a major ?eld in c- puter scienceinGermanyinvolvinga numberof successfulprojects thatreceived much international attention. Today KI conferences are international forums where participants from academia and industry from all over the world meet to exchange their recent research results and to discuss trends in the ?eld. Since 1993 the meeting has been called the “Annual German Conference on Arti?cial Intelligence,” designated by the German acronym KI. This volume contains the papers selected out of 77 submissions, including a number of submissions from outside German-speaking countries. In total, 15 submissions (19%) were accepted for oral and 30 (39%) for poster presentation. Oralpresentationsattheconferenceweresingletrack. Becauseofthis,thechoice of presentation form (oral, poster) was based on how well reviews indicated that the paper would ?t into one or the other format. The proceedings allocate the same space to both types of papers. In addition, we selected six papers that show high application potential - scribing systems or prototypical implementations of innovative AI technologies. They are also included in this volume as two-page extended abstracts.

Transdisciplinary Engineering for Resilience: Responding to System Disruptions

Transdisciplinary Engineering for Resilience: Responding to System Disruptions

Author: L. Newnes

Publisher: IOS Press

Published: 2021-11-17

Total Pages: 610

ISBN-13: 1643682091

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No one discipline or person can encompass all the knowledge necessary to solve complex, ill-defined problems, or problems for which a solution is not immediately obvious. The concept of Concurrent Engineering (CE) – interdisciplinary, but with an engineering focus – was developed to increase the efficiency and effectiveness of the Product Creation Process (PCP) by conducting different phases of a product’s life concurrently. Transdisciplinary Engineering has transcended CE, emphasizing the crucial importance of interdisciplinary openness and collaboration. This book presents the proceedings of the 28th ISTE International Conference on Transdisciplinary Engineering (TE2021). Held online from 5 – 9 July 2021 and entitled ‘Transdisciplinary Engineering for Resilience: Responding to System Disruptions’, this is the second conference in the series held virtually due to the COVID-19 pandemic. The annual TE conference constitutes an important forum for international scientific exchange on transdisciplinary engineering research, advances, and applications, and is attended by researchers, industry experts and students, as well as government representatives. The book contains 58 peer-reviewed papers, selected from more than 80 submissions and ranging from the theoretical and conceptual to strongly pragmatic and addressing industrial best practice. The papers are grouped under 6 headings covering theory; education and training; PD methods and digital TE; industry and society; product systems; and individuals and teams. Providing an overview of the latest research results and knowledge of product creation processes and related methodologies, the book will be of interest to all researchers, design practitioners, and educators working in the field of Transdisciplinary Engineering.


Book Synopsis Transdisciplinary Engineering for Resilience: Responding to System Disruptions by : L. Newnes

Download or read book Transdisciplinary Engineering for Resilience: Responding to System Disruptions written by L. Newnes and published by IOS Press. This book was released on 2021-11-17 with total page 610 pages. Available in PDF, EPUB and Kindle. Book excerpt: No one discipline or person can encompass all the knowledge necessary to solve complex, ill-defined problems, or problems for which a solution is not immediately obvious. The concept of Concurrent Engineering (CE) – interdisciplinary, but with an engineering focus – was developed to increase the efficiency and effectiveness of the Product Creation Process (PCP) by conducting different phases of a product’s life concurrently. Transdisciplinary Engineering has transcended CE, emphasizing the crucial importance of interdisciplinary openness and collaboration. This book presents the proceedings of the 28th ISTE International Conference on Transdisciplinary Engineering (TE2021). Held online from 5 – 9 July 2021 and entitled ‘Transdisciplinary Engineering for Resilience: Responding to System Disruptions’, this is the second conference in the series held virtually due to the COVID-19 pandemic. The annual TE conference constitutes an important forum for international scientific exchange on transdisciplinary engineering research, advances, and applications, and is attended by researchers, industry experts and students, as well as government representatives. The book contains 58 peer-reviewed papers, selected from more than 80 submissions and ranging from the theoretical and conceptual to strongly pragmatic and addressing industrial best practice. The papers are grouped under 6 headings covering theory; education and training; PD methods and digital TE; industry and society; product systems; and individuals and teams. Providing an overview of the latest research results and knowledge of product creation processes and related methodologies, the book will be of interest to all researchers, design practitioners, and educators working in the field of Transdisciplinary Engineering.