An Investigation Into Common Challenges Of 3d Scene Understanding In Visual Surveillance

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Representations and Techniques for 3D Object Recognition and Scene Interpretation

Author : Derek Hoiem
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1608457281
Total Pages : 172 pages
Book Rating : 4.6/5 (84 download)

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Book Synopsis Representations and Techniques for 3D Object Recognition and Scene Interpretation by : Derek Hoiem

Download or read book Representations and Techniques for 3D Object Recognition and Scene Interpretation written by Derek Hoiem and published by Morgan & Claypool Publishers. This book was released on 2011 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: One of the grand challenges of artificial intelligence is to enable computers to interpret 3D scenes and objects from imagery. This book organizes and introduces major concepts in 3D scene and object representation and inference from still images, with a focus on recent efforts to fuse models of geometry and perspective with statistical machine learning. The book is organized into three sections: (1) Interpretation of Physical Space; (2) Recognition of 3D Objects; and (3) Integrated 3D Scene Interpretation. The first discusses representations of spatial layout and techniques to interpret physical scenes from images. The second section introduces representations for 3D object categories that account for the intrinsically 3D nature of objects and provide robustness to change in viewpoints. The third section discusses strategies to unite inference of scene geometry and object pose and identity into a coherent scene interpretation. Each section broadly surveys important ideas from cognitive science and artificial intelligence research, organizes and discusses key concepts and techniques from recent work in computer vision, and describes a few sample approaches in detail. Newcomers to computer vision will benefit from introductions to basic concepts, such as single-view geometry and image classification, while experts and novices alike may find inspiration from the book's organization and discussion of the most recent ideas in 3D scene understanding and 3D object recognition. Specific topics include: mathematics of perspective geometry; visual elements of the physical scene, structural 3D scene representations; techniques and features for image and region categorization; historical perspective, computational models, and datasets and machine learning techniques for 3D object recognition; inferences of geometrical attributes of objects, such as size and pose; and probabilistic and feature-passing approaches for contextual reasoning about 3D objects and scenes. Table of Contents: Background on 3D Scene Models / Single-view Geometry / Modeling the Physical Scene / Categorizing Images and Regions / Examples of 3D Scene Interpretation / Background on 3D Recognition / Modeling 3D Objects / Recognizing and Understanding 3D Objects / Examples of 2D 1/2 Layout Models / Reasoning about Objects and Scenes / Cascades of Classifiers / Conclusion and Future Directions

Multimodal Scene Understanding

Author : Michael Ying Yang
Publisher : Academic Press
ISBN 13 : 0128173599
Total Pages : 424 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Multimodal Scene Understanding by : Michael Ying Yang

Download or read book Multimodal Scene Understanding written by Michael Ying Yang and published by Academic Press. This book was released on 2019-07-16 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multimodal Scene Understanding: Algorithms, Applications and Deep Learning presents recent advances in multi-modal computing, with a focus on computer vision and photogrammetry. It provides the latest algorithms and applications that involve combining multiple sources of information and describes the role and approaches of multi-sensory data and multi-modal deep learning. The book is ideal for researchers from the fields of computer vision, remote sensing, robotics, and photogrammetry, thus helping foster interdisciplinary interaction and collaboration between these realms. Researchers collecting and analyzing multi-sensory data collections – for example, KITTI benchmark (stereo+laser) - from different platforms, such as autonomous vehicles, surveillance cameras, UAVs, planes and satellites will find this book to be very useful. - Contains state-of-the-art developments on multi-modal computing - Shines a focus on algorithms and applications - Presents novel deep learning topics on multi-sensor fusion and multi-modal deep learning

Machine Learning for Vision-Based Motion Analysis

Author : Liang Wang
Publisher : Springer Science & Business Media
ISBN 13 : 0857290576
Total Pages : 377 pages
Book Rating : 4.8/5 (572 download)

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Book Synopsis Machine Learning for Vision-Based Motion Analysis by : Liang Wang

Download or read book Machine Learning for Vision-Based Motion Analysis written by Liang Wang and published by Springer Science & Business Media. This book was released on 2010-11-18 with total page 377 pages. Available in PDF, EPUB and Kindle. Book excerpt: Techniques of vision-based motion analysis aim to detect, track, identify, and generally understand the behavior of objects in image sequences. With the growth of video data in a wide range of applications from visual surveillance to human-machine interfaces, the ability to automatically analyze and understand object motions from video footage is of increasing importance. Among the latest developments in this field is the application of statistical machine learning algorithms for object tracking, activity modeling, and recognition. Developed from expert contributions to the first and second International Workshop on Machine Learning for Vision-Based Motion Analysis, this important text/reference highlights the latest algorithms and systems for robust and effective vision-based motion understanding from a machine learning perspective. Highlighting the benefits of collaboration between the communities of object motion understanding and machine learning, the book discusses the most active forefronts of research, including current challenges and potential future directions. Topics and features: provides a comprehensive review of the latest developments in vision-based motion analysis, presenting numerous case studies on state-of-the-art learning algorithms; examines algorithms for clustering and segmentation, and manifold learning for dynamical models; describes the theory behind mixed-state statistical models, with a focus on mixed-state Markov models that take into account spatial and temporal interaction; discusses object tracking in surveillance image streams, discriminative multiple target tracking, and guidewire tracking in fluoroscopy; explores issues of modeling for saliency detection, human gait modeling, modeling of extremely crowded scenes, and behavior modeling from video surveillance data; investigates methods for automatic recognition of gestures in Sign Language, and human action recognition from small training sets. Researchers, professional engineers, and graduate students in computer vision, pattern recognition and machine learning, will all find this text an accessible survey of machine learning techniques for vision-based motion analysis. The book will also be of interest to all who work with specific vision applications, such as surveillance, sport event analysis, healthcare, video conferencing, and motion video indexing and retrieval.

Proceedings of the 3rd International Conference on Creative Multimedia 2023 (ICCM 2023)

Author : Fauzan Mustaffa
Publisher : Springer Nature
ISBN 13 : 2384761382
Total Pages : 412 pages
Book Rating : 4.3/5 (847 download)

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Book Synopsis Proceedings of the 3rd International Conference on Creative Multimedia 2023 (ICCM 2023) by : Fauzan Mustaffa

Download or read book Proceedings of the 3rd International Conference on Creative Multimedia 2023 (ICCM 2023) written by Fauzan Mustaffa and published by Springer Nature. This book was released on 2023-12-16 with total page 412 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 3rd International Conference on Creative Multimedia 2023 (ICCM2023) on 26–28 July 2023 (Virtual Conference). ICCM2023 invites prospective authors to take part by submitting research papers in pursuing the vibrant discourse of creative multimedia. ICCM2023 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. ICCM2023 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.

Emerging Trends in Intelligent and Interactive Systems and Applications

Author : Madjid Tavana
Publisher : Springer Nature
ISBN 13 : 3030637840
Total Pages : 1007 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Emerging Trends in Intelligent and Interactive Systems and Applications by : Madjid Tavana

Download or read book Emerging Trends in Intelligent and Interactive Systems and Applications written by Madjid Tavana and published by Springer Nature. This book was released on 2020-12-17 with total page 1007 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book reports on the proceeding of the 5th International Conference on Intelligent, Interactive Systems and Applications (IISA 2020), held in Shanghai, China, on September 25–27, 2020. The IISA proceedings, with the latest scientific findings, and methods for solving intriguing problems, are a reference for state-of-the-art works on intelligent and interactive systems. This book covers nine interesting and current topics on different systems’ orientations, including Analytical Systems, Database Management Systems, Electronics Systems, Energy Systems, Intelligent Systems, Network Systems, Optimization Systems, and Pattern Recognition Systems and Applications. The chapters included in this book cover significant recent developments in the field, both in terms of theoretical foundations and their practical application. An important characteristic of the works included here is the novelty of the solution approaches to the most interesting applications of intelligent and interactive systems.

2017-2018 Assessment of the Army Research Laboratory

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309491576
Total Pages : 255 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis 2017-2018 Assessment of the Army Research Laboratory by : National Academies of Sciences, Engineering, and Medicine

Download or read book 2017-2018 Assessment of the Army Research Laboratory written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2019-07-15 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Army Research Laboratory (ARL) is the corporate laboratory for the U.S. army, which bridges scientific and military communities. The ARL is critical in maintaining the United States' dominant military power through its advanced research and analysis capabilities. The National Academies of Sciences, Engineering, and Medicine's Army Research Laboratory Technical Assessment Board (ARLTAB) conducts biennial assessments of the scientific and technical quality of the facilities. These assessments are necessary to ensure that the ARL's resources and quality of programs are maximized. 2017-2018 Assessment of the Army Research Laboratory includes findings and recommendations regarding the quality of the ARL's research, development, and analysis programs. The report of the assessment is subdivided by the ARL's Science and Technology campaigns, including Materials Research, Sciences for Lethality and Protection, Information Sciences, Computational Sciences, Sciences for Maneuver, Human Sciences, and Analysis and Assessment. This biennial report summarizes the findings for the 2017-2018 period.

Medical Image Computing and Computer Assisted Intervention – MICCAI 2024

Author : Marius George Linguraru
Publisher : Springer Nature
ISBN 13 : 303172089X
Total Pages : 805 pages
Book Rating : 4.0/5 (317 download)

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Book Synopsis Medical Image Computing and Computer Assisted Intervention – MICCAI 2024 by : Marius George Linguraru

Download or read book Medical Image Computing and Computer Assisted Intervention – MICCAI 2024 written by Marius George Linguraru and published by Springer Nature. This book was released on with total page 805 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Representations, Analysis and Recognition of Shape and Motion from Imaging Data

Author : Boulbaba Ben Amor
Publisher : Springer
ISBN 13 : 3319606549
Total Pages : 182 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Representations, Analysis and Recognition of Shape and Motion from Imaging Data by : Boulbaba Ben Amor

Download or read book Representations, Analysis and Recognition of Shape and Motion from Imaging Data written by Boulbaba Ben Amor and published by Springer. This book was released on 2017-06-27 with total page 182 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 6th International Workshop on Representations, Analysis and Recognition of Shape and Motion from Imaging Data, RFMI 2016, held in Sidi Bou Said Village, Tunisia, in October 2016. The 9 revised full papers and 7 revised short papers presented were carefully reviewed and selected from 23 submissions. The papers are organized in topical sections on 3D shape registration and comparison; face analysis and recognition; video and motion analysis; 2D shape analysis.

Academic Press Library in Signal Processing

Author :
Publisher : Academic Press
ISBN 13 : 0123972256
Total Pages : 1131 pages
Book Rating : 4.1/5 (239 download)

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Book Synopsis Academic Press Library in Signal Processing by :

Download or read book Academic Press Library in Signal Processing written by and published by Academic Press. This book was released on 2013-09-14 with total page 1131 pages. Available in PDF, EPUB and Kindle. Book excerpt: This fourth volume, edited and authored by world leading experts, gives a review of the principles, methods and techniques of important and emerging research topics and technologies in Image, Video Processing and Analysis, Hardware, Audio, Acoustic and Speech Processing. With this reference source you will: - Quickly grasp a new area of research - Understand the underlying principles of a topic and its application - Ascertain how a topic relates to other areas and learn of the research issues yet to be resolved - Quick tutorial reviews of important and emerging topics of research in Image, Video Processing and Analysis, Hardware, Audio, Acoustic and Speech Processing - Presents core principles and shows their application - Reference content on core principles, technologies, algorithms and applications - Comprehensive references to journal articles and other literature on which to build further, more specific and detailed knowledge - Edited by leading people in the field who, through their reputation, have been able to commission experts to write on a particular topic

Transactions on Edutainment XIV

Author : Zhigeng Pan
Publisher : Springer
ISBN 13 : 3662566893
Total Pages : 250 pages
Book Rating : 4.6/5 (625 download)

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Book Synopsis Transactions on Edutainment XIV by : Zhigeng Pan

Download or read book Transactions on Edutainment XIV written by Zhigeng Pan and published by Springer. This book was released on 2018-03-12 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: This journal subline serves as a forum for stimulating and disseminating innovative research ideas, theories, emerging technologies, empirical investigations, state-of-the-art methods, and tools in all different genres of edutainment, such as game-based learning and serious games, interactive storytelling, virtual learning environments, VR-based education, and related fields. It covers aspects from educational and game theories, human-computer interaction, computer graphics, artificial intelligence, and systems design. The 19 papers presented in the 14th issue were organized in topical sections named: 3D modeling and visualization; image; e-learning and games; and miscellaneous.

Applications of Computational Intelligence in Multi-Disciplinary Research

Author : Ahmed A. Elngar
Publisher : Academic Press
ISBN 13 : 0128241764
Total Pages : 222 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Applications of Computational Intelligence in Multi-Disciplinary Research by : Ahmed A. Elngar

Download or read book Applications of Computational Intelligence in Multi-Disciplinary Research written by Ahmed A. Elngar and published by Academic Press. This book was released on 2022-02-14 with total page 222 pages. Available in PDF, EPUB and Kindle. Book excerpt: Applications of Computational Intelligence in Multi-Disciplinary Research provides the readers with a comprehensive handbook for applying the powerful principles, concepts, and algorithms of computational intelligence to a wide spectrum of research cases. The book covers the main approaches used in computational intelligence, including fuzzy logic, neural networks, evolutionary computation, learning theory, and probabilistic methods, all of which can be collectively viewed as soft computing. Other key approaches included are swarm intelligence and artificial immune systems. These approaches provide researchers with powerful tools for analysis and problem-solving when data is incomplete and when the problem under consideration is too complex for standard mathematics and the crisp logic approach of Boolean computing. - Provides an overview of the key methods of computational intelligence, including fuzzy logic, neural networks, evolutionary computation, learning theory, and probabilistic methods - Includes case studies and real-world examples of computational intelligence applied in a variety of research topics, including bioinformatics, biomedical engineering, big data analytics, information security, signal processing, machine learning, nanotechnology, and optimization techniques - Presents a thorough technical explanation on how computational intelligence is applied that is suitable for a wide range of multidisciplinary and interdisciplinary research

Proceedings, ACM Multimedia ...

Author :
Publisher :
ISBN 13 :
Total Pages : 1388 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Proceedings, ACM Multimedia ... by :

Download or read book Proceedings, ACM Multimedia ... written by and published by . This book was released on 2002 with total page 1388 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Intelligence

Author : Margaret A. Boden
Publisher : Elsevier
ISBN 13 : 0080527590
Total Pages : 395 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Artificial Intelligence by : Margaret A. Boden

Download or read book Artificial Intelligence written by Margaret A. Boden and published by Elsevier. This book was released on 1996-06-20 with total page 395 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence is the study of how to build or program computers to enable them to do what minds can do. This volume discusses the ways in which computational ideas and computer modeling can aid our understanding of human and animal minds. Major theoretical approaches are outlined, as well as some promising recent developments. Fundamental philosophical questions are discussed along with topics such as: the differences between symbolic and connectionist AI, planning and problem solving, knowledge representation, learning, expert systems, vision, natural language, creativity, and human-computer interaction. This volume is suitable for any psychologist, philosopher, or computer scientist wanting to know the current state of the art in this area of cognitive science. - Up-to-date account of how computational ideas and techniques are relevant to psychology - Includes discussions of "classical" (symbolic) AI, of connectionism (neural nets), of evolutionary programming, and of A-Life - Discusses a wide range of psychology from low-level vision to creativity

Computer Vision - ACCV 2014 Workshops

Author : C.V. Jawahar
Publisher : Springer
ISBN 13 : 331916628X
Total Pages : 757 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Computer Vision - ACCV 2014 Workshops by : C.V. Jawahar

Download or read book Computer Vision - ACCV 2014 Workshops written by C.V. Jawahar and published by Springer. This book was released on 2015-04-11 with total page 757 pages. Available in PDF, EPUB and Kindle. Book excerpt: The three-volume set, consisting of LNCS 9008, 9009, and 9010, contains carefully reviewed and selected papers presented at 15 workshops held in conjunction with the 12th Asian Conference on Computer Vision, ACCV 2014, in Singapore, in November 2014. The 153 full papers presented were selected from numerous submissions. LNCS 9008 contains the papers selected for the Workshop on Human Gait and Action Analysis in the Wild, the Second International Workshop on Big Data in 3D Computer Vision, the Workshop on Deep Learning on Visual Data, the Workshop on Scene Understanding for Autonomous Systems and the Workshop on Robust Local Descriptors for Computer Vision. LNCS 9009 contains the papers selected for the Workshop on Emerging Topics on Image Restoration and Enhancement, the First International Workshop on Robust Reading, the Second Workshop on User-Centred Computer Vision, the International Workshop on Video Segmentation in Computer Vision, the Workshop: My Car Has Eyes: Intelligent Vehicle with Vision Technology, the Third Workshop on E-Heritage and the Workshop on Computer Vision for Affective Computing. LNCS 9010 contains the papers selected for the Workshop on Feature and Similarity for Computer Vision, the Third International Workshop on Intelligent Mobile and Egocentric Vision and the Workshop on Human Identification for Surveillance.

Security-Enriched Urban Computing and Smart Grid

Author : Tai-hoon Kim
Publisher : Springer
ISBN 13 : 3642164447
Total Pages : 675 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Security-Enriched Urban Computing and Smart Grid by : Tai-hoon Kim

Download or read book Security-Enriched Urban Computing and Smart Grid written by Tai-hoon Kim and published by Springer. This book was released on 2010-09-09 with total page 675 pages. Available in PDF, EPUB and Kindle. Book excerpt: Security-enriched urban computing and smart grids are areas that attracted many a- demic and industry professionals to research and develop. The goal of this conference was to bring together researchers from academia and industry as well as practitioners to share ideas, problems and solutions relating to the multifaceted aspects of urban computing and the smart grid. This conference includes the following special sessions: Signal Processing, Image Processing, Pattern Recognition and Communications (SIPC 2010), Networking, Fault-tolerance and Security For Distributed Computing Systems (NFSDCS 2010), Security Technology Application (STA 2010), Electric Transportation (ElecTrans 2010), Techniques of Bi-directional Power Computing in High Voltage Power Supply (TBPC 2010), Low Power IT and Applications (LPITA 2010), Computational Intel- gence and Soft Computing (CISC 2010), Distributed Computing and Sensor Networks (DCSN 2010), Advanced Fusion IT (AFIT 2010), Social Media and Social Netwo- ing (SMSN 2010), Software Engineering and Medical Information Engineering (SEMIE 2010), Human-Centered Advanced Research/Education (HuCARE 2010), Database Integrity and Security (DIS 2010), Ubiquitous IT Application (UITA 2010) and Smart Grid Applications (SGA 2010). We would like to express our gratitude to all of the authors of the submitted papers and to all attendees, for their contributions and participation. We believe in the need for continuing this undertaking in the future.

Image Understanding Workshop

Author :
Publisher :
ISBN 13 :
Total Pages : 864 pages
Book Rating : 4.:/5 (318 download)

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Book Synopsis Image Understanding Workshop by :

Download or read book Image Understanding Workshop written by and published by . This book was released on 1994 with total page 864 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Probabilistic Graphical Models for Computer Vision.

Author : Qiang Ji
Publisher : Academic Press
ISBN 13 : 0128034955
Total Pages : 322 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Probabilistic Graphical Models for Computer Vision. by : Qiang Ji

Download or read book Probabilistic Graphical Models for Computer Vision. written by Qiang Ji and published by Academic Press. This book was released on 2019-12-12 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: Probabilistic Graphical Models for Computer Vision introduces probabilistic graphical models (PGMs) for computer vision problems and teaches how to develop the PGM model from training data. This book discusses PGMs and their significance in the context of solving computer vision problems, giving the basic concepts, definitions and properties. It also provides a comprehensive introduction to well-established theories for different types of PGMs, including both directed and undirected PGMs, such as Bayesian Networks, Markov Networks and their variants. - Discusses PGM theories and techniques with computer vision examples - Focuses on well-established PGM theories that are accompanied by corresponding pseudocode for computer vision - Includes an extensive list of references, online resources and a list of publicly available and commercial software - Covers computer vision tasks, including feature extraction and image segmentation, object and facial recognition, human activity recognition, object tracking and 3D reconstruction