Intelligent Image and Video Analytics

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Publisher : CRC Press
ISBN 13 : 1000851907
Total Pages : 361 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Intelligent Image and Video Analytics by : El-Sayed M. El-Alfy

Download or read book Intelligent Image and Video Analytics written by El-Sayed M. El-Alfy and published by CRC Press. This book was released on 2023-04-12 with total page 361 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides up-to-date coverage of the state-of-the-art techniques in intelligent video analytics Explores important applications that require techniques from both artificial intelligence and computer vision Describes multimodality video analytics for different applications Examines issues related to multimodality data fusion and highlights research challenges Integrates various techniques from video processing, data mining and machine learning which has many emerging indoor and outdoor applications of smart cameras in smart environments, smart homes, and smart cities

Intelligent Image and Video Analytics

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Publisher : CRC Press
ISBN 13 : 1000851915
Total Pages : 404 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Intelligent Image and Video Analytics by : El-Sayed M. El-Alfy

Download or read book Intelligent Image and Video Analytics written by El-Sayed M. El-Alfy and published by CRC Press. This book was released on 2023-04-12 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: Video has rich information including meta-data, visual, audio, spatial and temporal data which can be analysed to extract a variety of low and high-level features to build predictive computational models using machine-learning algorithms to discover interesting patterns, concepts, relations, and associations. This book includes a review of essential topics and discussion of emerging methods and potential applications of video data mining and analytics. It integrates areas like intelligent systems, data mining and knowledge discovery, big data analytics, machine learning, neural network, and deep learning with focus on multimodality video analytics and recent advances in research/applications. Features: Provides up-to-date coverage of the state-of-the-art techniques in intelligent video analytics. Explores important applications that require techniques from both artificial intelligence and computer vision. Describes multimodality video analytics for different applications. Examines issues related to multimodality data fusion and highlights research challenges. Integrates various techniques from video processing, data mining and machine learning which has many emerging indoors and outdoors applications of smart cameras in smart environments, smart homes, and smart cities. This book aims at researchers, professionals and graduate students in image processing, video analytics, computer science and engineering, signal processing, machine learning, and electrical engineering.

Intelligent Image and Video Analytics

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Publisher :
ISBN 13 : 9780367553012
Total Pages : 0 pages
Book Rating : 4.5/5 (53 download)

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Book Synopsis Intelligent Image and Video Analytics by : El-Sayed M. El-Alfy

Download or read book Intelligent Image and Video Analytics written by El-Sayed M. El-Alfy and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Video Analytics for Business Intelligence

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 364228597X
Total Pages : 374 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Video Analytics for Business Intelligence by : Caifeng Shan

Download or read book Video Analytics for Business Intelligence written by Caifeng Shan and published by Springer Science & Business Media. This book was released on 2012-04-07 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: Closed Circuit TeleVision (CCTV) cameras have been increasingly deployed pervasively in public spaces including retail centres and shopping malls. Intelligent video analytics aims to automatically analyze content of massive amount of public space video data and has been one of the most active areas of computer vision research in the last two decades. Current focus of video analytics research has been largely on detecting alarm events and abnormal behaviours for public safety and security applications. However, increasingly CCTV installations have also been exploited for gathering and analyzing business intelligence information, in order to enhance marketing and operational efficiency. For example, in retail environments, surveillance cameras can be utilised to collect statistical information about shopping behaviour and preference for marketing (e.g., how many people entered a shop; how many females/males or which age groups of people showed interests to a particular product; how long did they stay in the shop; and what are the frequent paths), and to measure operational efficiency for improving customer experience. Video analytics has the enormous potential for non-security oriented commercial applications. This book presents the latest developments on video analytics for business intelligence applications. It provides both academic and commercial practitioners an understanding of the state-of-the-art and a resource for potential applications and successful practice.

Intelligent Image and Video Compression

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Publisher : Academic Press
ISBN 13 : 0128203544
Total Pages : 608 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Intelligent Image and Video Compression by : Fan Zhang

Download or read book Intelligent Image and Video Compression written by Fan Zhang and published by Academic Press. This book was released on 2021-04-07 with total page 608 pages. Available in PDF, EPUB and Kindle. Book excerpt: Intelligent Image and Video Compression: Communicating Pictures, Second Edition explains the requirements, analysis, design and application of a modern video coding system. It draws on the authors’ extensive academic and professional experience in this field to deliver a text that is algorithmically rigorous yet accessible, relevant to modern standards and practical. It builds on a thorough grounding in mathematical foundations and visual perception to demonstrate how modern image and video compression methods can be designed to meet the rate-quality performance levels demanded by today's applications and users, in the context of prevailing network constraints. "David Bull and Fan Zhang have written a timely and accessible book on the topic of image and video compression. Compression of visual signals is one of the great technological achievements of modern times, and has made possible the great successes of streaming and social media and digital cinema. Their book, Intelligent Image and Video Compression covers all the salient topics ranging over visual perception, information theory, bandpass transform theory, motion estimation and prediction, lossy and lossless compression, and of course the compression standards from MPEG (ranging from H.261 through the most modern H.266, or VVC) and the open standards VP9 and AV-1. The book is replete with clear explanations and figures, including color where appropriate, making it quite accessible and valuable to the advanced student as well as the expert practitioner. The book offers an excellent glossary and as a bonus, a set of tutorial problems. Highly recommended! --Al Bovik An approach that combines algorithmic rigor with practical implementation using numerous worked examples Explains how video compression methods exploit statistical redundancies, natural correlations, and knowledge of human perception to improve performance Uses contemporary video coding standards (AVC, HEVC and VVC) as a vehicle for explaining block-based compression Provides broad coverage of important topics such as visual quality assessment and video streaming

Recent Advances in Intelligent Image Search and Video Retrieval

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Author :
Publisher : Springer
ISBN 13 : 3319520814
Total Pages : 235 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Recent Advances in Intelligent Image Search and Video Retrieval by : Chengjun Liu

Download or read book Recent Advances in Intelligent Image Search and Video Retrieval written by Chengjun Liu and published by Springer. This book was released on 2017-04-18 with total page 235 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book initially reviews the major feature representation and extraction methods and effective learning and recognition approaches, which have broad applications in the context of intelligent image search and video retrieval. It subsequently presents novel methods, such as improved soft assignment coding, Inheritable Color Space (InCS) and the Generalized InCS framework, the sparse kernel manifold learner method, the efficient Support Vector Machine (eSVM), and the Scale-Invariant Feature Transform (SIFT) features in multiple color spaces. Lastly, the book presents clothing analysis for subject identification and retrieval, and performance evaluation methods of video analytics for traffic monitoring. Digital images and videos are proliferating at an amazing speed in the fields of science, engineering and technology, media and entertainment. With the huge accumulation of such data, keyword searches and manual annotation schemes may no longer be able to meet the practical demand for retrieving relevant content from images and videos, a challenge this book addresses.This book initially reviews the major feature representation and extraction methods and effective learning and recognition approaches, which have broad applications in the context of intelligent image search and video retrieval. It subsequently presents novel methods, such as improved soft assignment coding, Inheritable Color Space (InCS) and the Generalized InCS framework, the sparse kernel manifold learner method, the efficient Support Vector Machine (eSVM), and the Scale-Invariant Feature Transform (SIFT) features in multiple color spaces. Lastly, the book presents clothing analysis for subject identification and retrieval, and performance evaluation methods of video analytics for traffic monitoring. Digital images and videos are proliferating at an amazing speed in the fields of science, engineering and technology, media and entertainment. With the huge accumulation of such data, keyword searches and manual annotation schemes may no longer be able to meet the practical demand for retrieving relevant content from images and videos, a challenge this book addresses.

Visual Analytics for Data Scientists

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Author :
Publisher : Springer Nature
ISBN 13 : 3030561461
Total Pages : 440 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Visual Analytics for Data Scientists by : Natalia Andrienko

Download or read book Visual Analytics for Data Scientists written by Natalia Andrienko and published by Springer Nature. This book was released on 2020-08-30 with total page 440 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook presents the main principles of visual analytics and describes techniques and approaches that have proven their utility and can be readily reproduced. Special emphasis is placed on various instructive examples of analyses, in which the need for and the use of visualisations are explained in detail. The book begins by introducing the main ideas and concepts of visual analytics and explaining why it should be considered an essential part of data science methodology and practices. It then describes the general principles underlying the visual analytics approaches, including those on appropriate visual representation, the use of interactive techniques, and classes of computational methods. It continues with discussing how to use visualisations for getting aware of data properties that need to be taken into account and for detecting possible data quality issues that may impair the analysis. The second part of the book describes visual analytics methods and workflows, organised by various data types including multidimensional data, data with spatial and temporal components, data describing binary relationships, texts, images and video. For each data type, the specific properties and issues are explained, the relevant analysis tasks are discussed, and appropriate methods and procedures are introduced. The focus here is not on the micro-level details of how the methods work, but on how the methods can be used and how they can be applied to data. The limitations of the methods are also discussed and possible pitfalls are identified. The textbook is intended for students in data science and, more generally, anyone doing or planning to do practical data analysis. It includes numerous examples demonstrating how visual analytics techniques are used and how they can help analysts to understand the properties of data, gain insights into the subject reflected in the data, and build good models that can be trusted. Based on several years of teaching related courses at the City, University of London, the University of Bonn and TU Munich, as well as industry training at the Fraunhofer Institute IAIS and numerous summer schools, the main content is complemented by sample datasets and detailed, illustrated descriptions of exercises to practice applying visual analytics methods and workflows.

Intelligent Image and Video Interpretation: Algorithms and Applications

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Author :
Publisher : IGI Global
ISBN 13 : 1466639598
Total Pages : 277 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Intelligent Image and Video Interpretation: Algorithms and Applications by : Tian, Jing

Download or read book Intelligent Image and Video Interpretation: Algorithms and Applications written by Tian, Jing and published by IGI Global. This book was released on 2013-04-30 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: Due to increasing potential in real-world applications such as visual communications, computer assisted biomedical imaging, and video surveillance, image and video interpretations have become an area of growing interest. Intelligent Image and Video Interpretation: Algorithms and Applications covers all aspects of image and video analysis from low-level early visions to high-level recognition. This publication highlights how these techniques have become applicable and will prove to be a valuable tool for researchers, professionals, and graduate students working or studying the fields of imaging and video processing.

Intelligent Image and Video Interpretation

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Publisher :
ISBN 13 : 9781621989394
Total Pages : pages
Book Rating : 4.9/5 (893 download)

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Book Synopsis Intelligent Image and Video Interpretation by : Jing Tian

Download or read book Intelligent Image and Video Interpretation written by Jing Tian and published by . This book was released on 2013 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book covers all aspects of image and video analysis from low-level early visions to high-level recognition, highlighting how these techniques have become applicable and will prove to be a valuable tool for researchers, professionals, and graduate students working or studying the fields of imaging and video processing"--Provided by publisher.

Video Analytics for Business Intelligence

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Author :
Publisher : Springer
ISBN 13 : 3642285988
Total Pages : 375 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Video Analytics for Business Intelligence by : Caifeng Shan

Download or read book Video Analytics for Business Intelligence written by Caifeng Shan and published by Springer. This book was released on 2012-04-05 with total page 375 pages. Available in PDF, EPUB and Kindle. Book excerpt: Closed Circuit TeleVision (CCTV) cameras have been increasingly deployed pervasively in public spaces including retail centres and shopping malls. Intelligent video analytics aims to automatically analyze content of massive amount of public space video data and has been one of the most active areas of computer vision research in the last two decades. Current focus of video analytics research has been largely on detecting alarm events and abnormal behaviours for public safety and security applications. However, increasingly CCTV installations have also been exploited for gathering and analyzing business intelligence information, in order to enhance marketing and operational efficiency. For example, in retail environments, surveillance cameras can be utilised to collect statistical information about shopping behaviour and preference for marketing (e.g., how many people entered a shop; how many females/males or which age groups of people showed interests to a particular product; how long did they stay in the shop; and what are the frequent paths), and to measure operational efficiency for improving customer experience. Video analytics has the enormous potential for non-security oriented commercial applications. This book presents the latest developments on video analytics for business intelligence applications. It provides both academic and commercial practitioners an understanding of the state-of-the-art and a resource for potential applications and successful practice.

Intelligent Video Surveillance

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Author :
Publisher : CRC Press
ISBN 13 : 1439813302
Total Pages : 592 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Intelligent Video Surveillance by : Yunqian Ma

Download or read book Intelligent Video Surveillance written by Yunqian Ma and published by CRC Press. This book was released on 2009-12-16 with total page 592 pages. Available in PDF, EPUB and Kindle. Book excerpt: From the streets of London to subway stations in New York City, hundreds of thousands of surveillance cameras ubiquitously collect hundreds of thousands of videos, often running 24/7. How can such vast volumes of video data be stored, analyzed, indexed, and searched? How can advanced video analysis and systems autonomously recognize people and

Urban Transport XIX

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Publisher : WIT Press
ISBN 13 : 1845647165
Total Pages : 861 pages
Book Rating : 4.8/5 (456 download)

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Book Synopsis Urban Transport XIX by : C. A. Brebbia

Download or read book Urban Transport XIX written by C. A. Brebbia and published by WIT Press. This book was released on 2013-05-01 with total page 861 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains the papers presented at the nineteenth annual International Conference on Urban Transport and the Environment. The papers cover research on how to minimise ecological and environmental impacts from urban transportation systems, make them sustainable, and use them to improve the socio-economic fabric of the city. Papers also address the concerns about the safety, security and efficiency of the systems.Topics covered include: Urban transport planning and Management; Transportation demand analysis; Traffic integration and control; Intelligent transport systems; Transport modelling and simulation; Land use and transport integration; Public transport systems; Environmental and ecological aspects; Air and noise pollution; Safety and security; Energy and transport fuels; Economic and social impact; and Advanced transport systems.

Intelligent Video Analytics

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Publisher : CRC Press
ISBN 13 : 9780367512989
Total Pages : 0 pages
Book Rating : 4.5/5 (129 download)

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Book Synopsis Intelligent Video Analytics by : El-Sayed M. El-Alfy

Download or read book Intelligent Video Analytics written by El-Sayed M. El-Alfy and published by CRC Press. This book was released on 2023-03-22 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book reviews essential topics and discussion of emerging methods and potential applications of video data mining and analytics. It integrates areas like intelligent sys., data mining/knowledge discovery, big data analytics, ML, neural network and deep learning with focus on multimodality video analytics and recent advances.

Machine Learning for Audio, Image and Video Analysis

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Publisher : Springer
ISBN 13 : 144716735X
Total Pages : 561 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Machine Learning for Audio, Image and Video Analysis by : Francesco Camastra

Download or read book Machine Learning for Audio, Image and Video Analysis written by Francesco Camastra and published by Springer. This book was released on 2015-07-21 with total page 561 pages. Available in PDF, EPUB and Kindle. Book excerpt: This second edition focuses on audio, image and video data, the three main types of input that machines deal with when interacting with the real world. A set of appendices provides the reader with self-contained introductions to the mathematical background necessary to read the book. Divided into three main parts, From Perception to Computation introduces methodologies aimed at representing the data in forms suitable for computer processing, especially when it comes to audio and images. Whilst the second part, Machine Learning includes an extensive overview of statistical techniques aimed at addressing three main problems, namely classification (automatically assigning a data sample to one of the classes belonging to a predefined set), clustering (automatically grouping data samples according to the similarity of their properties) and sequence analysis (automatically mapping a sequence of observations into a sequence of human-understandable symbols). The third part Applications shows how the abstract problems defined in the second part underlie technologies capable to perform complex tasks such as the recognition of hand gestures or the transcription of handwritten data. Machine Learning for Audio, Image and Video Analysis is suitable for students to acquire a solid background in machine learning as well as for practitioners to deepen their knowledge of the state-of-the-art. All application chapters are based on publicly available data and free software packages, thus allowing readers to replicate the experiments.

Machine Learning for Intelligent Multimedia Analytics

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Publisher : Springer Nature
ISBN 13 : 9811594929
Total Pages : 341 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Machine Learning for Intelligent Multimedia Analytics by : Pardeep Kumar

Download or read book Machine Learning for Intelligent Multimedia Analytics written by Pardeep Kumar and published by Springer Nature. This book was released on 2021-01-16 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents applications of machine learning techniques in processing multimedia large-scale data. Multimedia such as text, image, audio, video, and graphics stands as one of the most demanding and exciting aspects of the information era. The book discusses new challenges faced by researchers in dealing with these large-scale data and also presents innovative solutions to address several potential research problems, e.g., enabling comprehensive visual classification to fill the semantic gap by exploring large-scale data, offering a promising frontier for detailed multimedia understanding, as well as extract patterns and making effective decisions by analyzing the large collection of data.

Applied Video Processing in Surveillance and Monitoring Systems

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Publisher : IGI Global
ISBN 13 : 1522510230
Total Pages : 321 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Applied Video Processing in Surveillance and Monitoring Systems by : Dey, Nilanjan

Download or read book Applied Video Processing in Surveillance and Monitoring Systems written by Dey, Nilanjan and published by IGI Global. This book was released on 2016-10-11 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: Video monitoring has become a vital aspect within the global society as it helps prevent crime, promote safety, and track daily activities such as traffic. As technology in the area continues to improve, it is necessary to evaluate how video is being processed to improve the quality of images. Applied Video Processing in Surveillance and Monitoring Systems investigates emergent techniques in video and image processing by evaluating such topics as segmentation, noise elimination, encryption, and classification. Featuring real-time applications, empirical research, and vital frameworks within the field, this publication is a critical reference source for researchers, professionals, engineers, academicians, advanced-level students, and technology developers.

Cyber Security Intelligence and Analytics

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Author :
Publisher : Springer
ISBN 13 : 3030152359
Total Pages : 1453 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Cyber Security Intelligence and Analytics by : Zheng Xu

Download or read book Cyber Security Intelligence and Analytics written by Zheng Xu and published by Springer. This book was released on 2019-04-24 with total page 1453 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the outcomes of the 2019 International Conference on Cyber Security Intelligence and Analytics (CSIA2019), an international conference dedicated to promoting novel theoretical and applied research advances in the interdisciplinary field of cyber security, particularly focusing on threat intelligence, analytics, and countering cyber crime. The conference provides a forum for presenting and discussing innovative ideas, cutting-edge research findings, and novel techniques, methods and applications on all aspects of Cyber Security Intelligence and Analytics.