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Towards Recognizing New Semantic Concepts In New Visual Domains
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Book Synopsis Towards Recognizing New Semantic Concepts in New Visual Domains by : Massimiliano Mancini
Download or read book Towards Recognizing New Semantic Concepts in New Visual Domains written by Massimiliano Mancini and published by Sapienza Università Editrice. This book was released on 2022-11-30 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: Despite being the leading paradigm in computer vision, deep neural networks are inherently limited by the visual and semantic information contained in their training set. In this thesis, we aim to design deep models operating with previously unseen visual domains and semantic concepts. We first describe different solutions for generalizing to new visual domains, applying variants of normalization layers to multiple challenging settings e.g. where new domain data is not available but arrives online or is described by metadata. In the second part, we incorporate new semantic concepts into pretrained deep models. We propose specific solutions for different problems such as multi-task/incremental learning and open-world recognition. Finally, we merge the two challenges: given images of multiple domains and categories, can we recognize unseen concepts in unseen domains? We propose an approach that is the first, promising step, towards solving this problem. Winner of the Competition “Prize for PhD Thesis 2020” arranged by Sapienza University Press.
Book Synopsis Machine Learning and Data Mining in Pattern Recognition by : Petra Perner
Download or read book Machine Learning and Data Mining in Pattern Recognition written by Petra Perner and published by Springer. This book was released on 2003-05-15 with total page 373 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Second International Workshop on Machine Learning and Data Mining in Pattern Recognition, MLDM 2001, held in Leipzig, Germany in July 2001. The 26 revised full papers presented together with two invited papers were carefully reviewed and selected for inclusion in the proceedings. The papers are organized in topical sections on case-based reasoning and associative memory; rule induction and grammars; clustering and conceptual clustering; data mining on signals, images, and spatio-temporal data; nonlinear function learning and neural net based learning; learning for handwriting recognition; statistical and evolutionary learning; and content-based image retrieval.
Book Synopsis Advances in Databases: Concepts, Systems and Applications by : Ramamohanarao Kotagiri
Download or read book Advances in Databases: Concepts, Systems and Applications written by Ramamohanarao Kotagiri and published by Springer. This book was released on 2007-08-02 with total page 1143 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 12th International Conference on Database Systems for Advanced Applications, DASFAA 2007, held in Bangkok, Thailand, April 2007. Coverage includes query language and query optimization, data mining and knowledge discovery, P2P and grid-based data management, XML databases, database modeling and information retrieval, Web and information retrieval, database applications and security.
Book Synopsis Transfer Learning through Embedding Spaces by : Mohammad Rostami
Download or read book Transfer Learning through Embedding Spaces written by Mohammad Rostami and published by CRC Press. This book was released on 2021-06-28 with total page 221 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent progress in artificial intelligence (AI) has revolutionized our everyday life. Many AI algorithms have reached human-level performance and AI agents are replacing humans in most professions. It is predicted that this trend will continue and 30% of work activities in 60% of current occupations will be automated. This success, however, is conditioned on availability of huge annotated datasets to training AI models. Data annotation is a time-consuming and expensive task which still is being performed by human workers. Learning efficiently from less data is a next step for making AI more similar to natural intelligence. Transfer learning has been suggested a remedy to relax the need for data annotation. The core idea in transfer learning is to transfer knowledge across similar tasks and use similarities and previously learned knowledge to learn more efficiently. In this book, we provide a brief background on transfer learning and then focus on the idea of transferring knowledge through intermediate embedding spaces. The idea is to couple and relate different learning through embedding spaces that encode task-level relations and similarities. We cover various machine learning scenarios and demonstrate that this idea can be used to overcome challenges of zero-shot learning, few-shot learning, domain adaptation, continual learning, lifelong learning, and collaborative learning.
Book Synopsis Machine Learning Techniques for Adaptive Multimedia Retrieval: Technologies Applications and Perspectives by : Wei, Chia-Hung
Download or read book Machine Learning Techniques for Adaptive Multimedia Retrieval: Technologies Applications and Perspectives written by Wei, Chia-Hung and published by IGI Global. This book was released on 2010-10-31 with total page 409 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book disseminates current information on multimedia retrieval, advancing the field of multimedia databases, and educating the multimedia database community on machine learning techniques for adaptive multimedia retrieval research, design and applications"--Provided by publisher.
Book Synopsis Computer Vision – ECCV 2022 by : Shai Avidan
Download or read book Computer Vision – ECCV 2022 written by Shai Avidan and published by Springer Nature. This book was released on 2022-10-28 with total page 810 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 39-volume set, comprising the LNCS books 13661 until 13699, constitutes the refereed proceedings of the 17th European Conference on Computer Vision, ECCV 2022, held in Tel Aviv, Israel, during October 23–27, 2022. The 1645 papers presented in these proceedings were carefully reviewed and selected from a total of 5804 submissions. The papers deal with topics such as computer vision; machine learning; deep neural networks; reinforcement learning; object recognition; image classification; image processing; object detection; semantic segmentation; human pose estimation; 3d reconstruction; stereo vision; computational photography; neural networks; image coding; image reconstruction; object recognition; motion estimation.
Book Synopsis New Directions in Web Data Management 1 by : Athena Vakali
Download or read book New Directions in Web Data Management 1 written by Athena Vakali and published by Springer. This book was released on 2011-02-04 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book addresses the major issues in the Web data management related to technologies and infrastructures, methodologies and techniques as well as applications and implementations. Emphasis is placed on Web engineering and technologies, Web graph managing, searching and querying and the importance of social Web.
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.
Book Synopsis E-Business Applications for Product Development and Competitive Growth: Emerging Technologies by : Lee, In
Download or read book E-Business Applications for Product Development and Competitive Growth: Emerging Technologies written by Lee, In and published by IGI Global. This book was released on 2010-11-30 with total page 503 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book will serve as an integrated e-business knowledge base for those who are interested in the advancement of e-business theory and practice through a variety of research methods including theoretical, experimental, case, and survey research methods"--Provided by publisher.
Book Synopsis Image Analysis and Recognition by : Mohamed Kamel
Download or read book Image Analysis and Recognition written by Mohamed Kamel and published by Springer Science & Business Media. This book was released on 2009-07-07 with total page 977 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 6th International Conference on Image Analysis and Recognition, ICIAR 2009, held in Halifax, Canada, in July 2009. The 93 revised full papers presented were carefully reviewed and selected from 164 submissions. The papers are organized in topical sections on image and video processing and analysis; image segmentation; image and video retrieval and indexing; pattern analysis and recognition; biometrics face recognition; shape analysis; motion analysis and tracking; 3D image analysis; biomedical image analysis; document analysis and applications.
Book Synopsis Computer Vision – ECCV 2020 by : Andrea Vedaldi
Download or read book Computer Vision – ECCV 2020 written by Andrea Vedaldi and published by Springer Nature. This book was released on 2020-11-03 with total page 840 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 30-volume set, comprising the LNCS books 12346 until 12375, constitutes the refereed proceedings of the 16th European Conference on Computer Vision, ECCV 2020, which was planned to be held in Glasgow, UK, during August 23-28, 2020. The conference was held virtually due to the COVID-19 pandemic. The 1360 revised papers presented in these proceedings were carefully reviewed and selected from a total of 5025 submissions. The papers deal with topics such as computer vision; machine learning; deep neural networks; reinforcement learning; object recognition; image classification; image processing; object detection; semantic segmentation; human pose estimation; 3d reconstruction; stereo vision; computational photography; neural networks; image coding; image reconstruction; object recognition; motion estimation.
Book Synopsis Behavior Dynamics in Media-Sharing Social Networks by : H. Vicky Zhao
Download or read book Behavior Dynamics in Media-Sharing Social Networks written by H. Vicky Zhao and published by Cambridge University Press. This book was released on 2011-04-14 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: In large-scale media-sharing social networks, where millions of users create, share, link and reuse media content, there are clear challenges in protecting content security and intellectual property, and in designing scalable and reliable networks capable of handling high levels of traffic. This comprehensive resource demonstrates how game theory can be used to model user dynamics and optimize design of media-sharing networks. It reviews the fundamental methodologies used to model and analyze human behavior, using examples from real-world multimedia social networks. With a thorough investigation of the impact of human factors on multimedia system design, this accessible book shows how an understanding of human behavior can be used to improve system performance. Bringing together mathematical tools and engineering concepts with ideas from sociology and human behavior analysis, this one-stop guide will enable researchers to explore this emerging field further and ultimately design media-sharing systems with more efficient, secure and personalized services.
Book Synopsis Image and Video Retrieval by : Erwin M. Bakker
Download or read book Image and Video Retrieval written by Erwin M. Bakker and published by Springer Science & Business Media. This book was released on 2003-07-11 with total page 528 pages. Available in PDF, EPUB and Kindle. Book excerpt: Welcome to the 2nd International Conference on Image and Video Retrieval, CIVR2003. The goal of CIVR is to illuminate the state of the art in visual information retrieval and to stimulate collaboration between researchers and practitioners. This year we received 110 submissions from 26 countries. Based upon the reviews of at least 3 members of the program committee, 43 papers were accepted for the research track of the conference. First, we would like to thank all of the members of the Program Committee and the additional referees listed below. Their reviews of the submissions played a pivotal role in the quality of the conference. Moreover,we are grateful to Nicu Sebe and Xiang Zhou for helping to organize the review process; Shih-Fu Chang and Alberto del Bimbo for setting up the practitioner track; and Erwin Bakker for editing the proceedings and designing the conference poster. Special thanks go to our keynote and plenary speakers, Nevenka Dimitrova fromPhilipsResearch,RameshJainfromGeorgiaTech,ChrisPorterfromGetty Images,andAlanSmeatonfromDublinCityUniversity.Furthermore,wewishto acknowledge our sponsors, the Beckman Institute at the University of Illinois at Urbana-Champaign,TsingHuaUniversity,theInstitutionofElectricalEngineers (IEE),PhilipsResearch,andtheLeidenInstituteofAdvancedComputerScience at Leiden University. Finally, we would like to express our thanks to severalpeople who performed important work related to the organization of the conference: Jennifer Quirk and Catherine Zech for the localorganizationat the BeckmanInstitute; Richard Harvey for his help with promotional activity and sponsorship for CIVR2003; andtotheorganizingcommitteeofthe?rstCIVRforsettinguptheinternational mission and structure of the conference.
Book Synopsis Multimedia Content Analysis by : Ajay Divakaran
Download or read book Multimedia Content Analysis written by Ajay Divakaran and published by Springer Science & Business Media. This book was released on 2009-03-02 with total page 412 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multimedia Content Analysis: Theory and Applications covers the latest in multimedia content analysis and applications based on such analysis. As research has progressed, it has become clear that this field has to appeal to other disciplines such as psycho-physics, media production, etc. This book consists of invited chapters that cover the entire range of the field. Some of the topics covered include low-level audio-visual analysis based retrieval and indexing techniques, the TRECVID effort, video browsing interfaces, content creation and content analysis, and multimedia analysis-based applications, among others. The chapters are written by leading researchers in the multimedia field.
Book Synopsis New Directions in Cognitive Information Retrieval by : Amanda Spink
Download or read book New Directions in Cognitive Information Retrieval written by Amanda Spink and published by Springer Science & Business Media. This book was released on 2006-08-25 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: New Directions in Cognitive Information Retrieval presents an exciting new direction for research into cognitive oriented information retrieval (IR) research, a direction based on an analysis of the user’s problem situation and cognitive behavior when using the IR system. This contrasts with the current dominant IR research paradigm which concentrates on improving IR system matching performance. The chapters describe the leading edge concepts and models of cognitive IR that explore the nexus between human cognition, information and the social conditions that drive humans to seek information using IR systems. Chapter topics include: Polyrepresentation, cognitive overlap and the boomerang effect, Multitasking while conducting the search, Knowledge Diagram Visualizations of the topic space to facilitate user assimilation of information, Task, relevance, selection state, knowledge need and knowledge behavior, search training built into the search, children’s collaboration for school projects, and other cognitive perspectives on IR concepts and issues.
Book Synopsis Pathophysiology E-Book by : Kathryn L. McCance
Download or read book Pathophysiology E-Book written by Kathryn L. McCance and published by Elsevier Health Sciences. This book was released on 2014-01-30 with total page 1866 pages. Available in PDF, EPUB and Kindle. Book excerpt: Well-known for its authoritative and comprehensive coverage, complete treatment of pediatric pathophysiology, and the most extensive illustration program in its field, this textbook features expert content on everything from the general principles of pathophysiology to detailed discussions of genetics and specific diseases. Chapters on alteration present the pathophysiology, clinical manifestations, and evaluation and treatment of each disease to help you learn to identify normal anatomy and physiology, as well as alterations of function in adults and in children. Unparalleled coverage of disease processes makes this text the most comprehensive pathophysiology text available. The largest full-color art program in the field illustrates the clinical manifestations of diseases and disease processes Consistent presentations of each disease with pathophysiology, clinical manifestations, and evaluation and treatment help you find the information you need quickly and easily. Ten separate pediatric chapters cover the pathophysiologic effects on children. Aging content is highlighted throughout the text. An Introduction to Pathophysiology section at the beginning of the text provides a solid start to the basics of the study of disease. Algorithms and flowcharts of diseases and disorders illustrate the disease process in an easy-to-understand format. Nutrition and Disease boxes present evidence-based information on the relationship between health promotion through diet and disease. Updated content on leukocytes in pain modulation, seizure disorders, brain injuries and disorders, acute encephalopathies, reproductive disorders, and much more keep you at the cutting edge of this constantly changing field. What’s New? boxes highlight the most current research and findings to ensure you have the most up-to-date information. New animations, review questions, Key Points, and an audio glossary have been added to the Evolve companion website to strengthen your understanding of key concepts. Media Resources Lists encourage you to develop a study plan to master the important content in each chapter.
Book Synopsis Perceptions of Knowledge Visualization: Explaining Concepts through Meaningful Images by : Ursyn, Anna
Download or read book Perceptions of Knowledge Visualization: Explaining Concepts through Meaningful Images written by Ursyn, Anna and published by IGI Global. This book was released on 2013-10-31 with total page 418 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multisensory perception is emerging as an important factor in shaping current lifestyles. Therefore, computer scientists, engineers, and technology experts are acknowledging the comparative power existing beyond visual explanations. Perceptions of Knowledge Visualization: Explaining Concepts through Meaningful Images discusses issues related to visualization of scientific concepts, picturing processes and products, as well as the role of computing in the advancement of visual literacy skills. By connecting theory with practice, this book gives researchers, computer scientists, and academics an active experience which enhances the perception and the role of computer graphics.
