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Author : Xiaochun Wang
Publisher : Springer Nature
ISBN 13 : 9819730236
Total Pages : 396 pages
Book Rating : 4.8/5 (197 download)
Download or read book Anomaly Detection in Video Surveillance written by Xiaochun Wang and published by Springer Nature. This book was released on with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Jinho Kim
Publisher : Springer
ISBN 13 : 331957454X
Total Pages : 866 pages
Book Rating : 4.3/5 (195 download)
Download or read book Advances in Knowledge Discovery and Data Mining written by Jinho Kim and published by Springer. This book was released on 2017-04-25 with total page 866 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set, LNAI 10234 and 10235, constitutes the thoroughly refereed proceedings of the 21st Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2017, held in Jeju, South Korea, in May 2017. The 129 full papers were carefully reviewed and selected from 458 submissions. They are organized in topical sections named: classification and deep learning; social network and graph mining; privacy-preserving mining and security/risk applications; spatio-temporal and sequential data mining; clustering and anomaly detection; recommender system; feature selection; text and opinion mining; clustering and matrix factorization; dynamic, stream data mining; novel models and algorithms; behavioral data mining; graph clustering and community detection; dimensionality reduction.
Author : Olga Isupova
Publisher : Springer
ISBN 13 : 3319755080
Total Pages : 144 pages
Book Rating : 4.3/5 (197 download)
Download or read book Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video written by Olga Isupova and published by Springer. This book was released on 2018-02-24 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis proposes machine learning methods for understanding scenes via behaviour analysis and online anomaly detection in video. The book introduces novel Bayesian topic models for detection of events that are different from typical activities and a novel framework for change point detection for identifying sudden behavioural changes. Behaviour analysis and anomaly detection are key components of intelligent vision systems. Anomaly detection can be considered from two perspectives: abnormal events can be defined as those that violate typical activities or as a sudden change in behaviour. Topic modelling and change-point detection methodologies, respectively, are employed to achieve these objectives. The thesis starts with the development of learning algorithms for a dynamic topic model, which extract topics that represent typical activities of a scene. These typical activities are used in a normality measure in anomaly detection decision-making. The book also proposes a novel anomaly localisation procedure. In the first topic model presented, a number of topics should be specified in advance. A novel dynamic nonparametric hierarchical Dirichlet process topic model is then developed where the number of topics is determined from data. Batch and online inference algorithms are developed. The latter part of the thesis considers behaviour analysis and anomaly detection within the change-point detection methodology. A novel general framework for change-point detection is introduced. Gaussian process time series data is considered. Statistical hypothesis tests are proposed for both offline and online data processing and multiple change point detection are proposed and theoretical properties of the tests are derived. The thesis is accompanied by open-source toolboxes that can be used by researchers and engineers.
Author : Raju Surampudi Bapi
Publisher : Springer
ISBN 13 : 9811315809
Total Pages : 704 pages
Book Rating : 4.8/5 (113 download)
Download or read book First International Conference on Artificial Intelligence and Cognitive Computing written by Raju Surampudi Bapi and published by Springer. This book was released on 2018-11-04 with total page 704 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents original research works by researchers, engineers and practitioners in the field of artificial intelligence and cognitive computing. The book is divided into two parts, the first of which focuses on artificial intelligence (AI), knowledge representation, planning, learning, scheduling, perception-reactive AI systems, evolutionary computing and other topics related to intelligent systems and computational intelligence. In turn, the second part focuses on cognitive computing, cognitive science and cognitive informatics. It also discusses applications of cognitive computing in medical informatics, structural health monitoring, computational intelligence, intelligent control systems, bio-informatics, smart manufacturing, smart grids, image/video processing, video analytics, medical image and signal processing, and knowledge engineering, as well as related applications.
Author : Carmen E. Au
Publisher :
ISBN 13 :
Total Pages : 152 pages
Book Rating : 4.:/5 (253 download)
Download or read book Compression-based Anomaly Detection for Video Surveillance Applications written by Carmen E. Au and published by . This book was released on 2006 with total page 152 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The use of a compression-based technique inherently reduces the heavy computational and storage demands that other video surveillance applications typically have placed on the system. In order to further reduce the computational and storage load, the anomaly detection algorithm is applied to edges and people, which are image features that have been extracted from the images acquired by the camera." --
Author : Silvio Giancola
Publisher : Springer
ISBN 13 : 3319917617
Total Pages : 96 pages
Book Rating : 4.3/5 (199 download)
Download or read book A Survey on 3D Cameras: Metrological Comparison of Time-of-Flight, Structured-Light and Active Stereoscopy Technologies written by Silvio Giancola and published by Springer. This book was released on 2018-06-19 with total page 96 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a valuable resource to deeply understand the technology used in 3D cameras. In this book, the authors summarize and compare the specifications of the main 3D cameras available in the mass market. The authors present a deep metrological analysis of the main camera based on the three main technologies: Time-of-Flight, Structured-Light and Active Stereoscopy, and provide qualitative results for any user to understand the underlying technology within 3D camera, as well as practical guidance on how to get the most of them for a given application.
Author : Hazem El-Alfy
Publisher : BoD – Books on Demand
ISBN 13 : 9535104683
Total Pages : 136 pages
Book Rating : 4.5/5 (351 download)
Download or read book Recent Developments in Video Surveillance written by Hazem El-Alfy and published by BoD – Books on Demand. This book was released on 2012-04-04 with total page 136 pages. Available in PDF, EPUB and Kindle. Book excerpt: With surveillance cameras installed everywhere and continuously streaming thousands of hours of video, how can that huge amount of data be analyzed or even be useful? Is it possible to search those countless hours of videos for subjects or events of interest? Shouldn’t the presence of a car stopped at a railroad crossing trigger an alarm system to prevent a potential accident? In the chapters selected for this book, experts in video surveillance provide answers to these questions and other interesting problems, skillfully blending research experience with practical real life applications. Academic researchers will find a reliable compilation of relevant literature in addition to pointers to current advances in the field. Industry practitioners will find useful hints about state-of-the-art applications. The book also provides directions for open problems where further advances can be pursued.
Author : Amit Joshi
Publisher : Springer Nature
ISBN 13 : 9811607397
Total Pages : 1128 pages
Book Rating : 4.8/5 (116 download)
Download or read book Information and Communication Technology for Competitive Strategies (ICTCS 2020) written by Amit Joshi and published by Springer Nature. This book was released on 2021-07-26 with total page 1128 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains the best selected research papers presented at ICTCS 2020: Fifth International Conference on Information and Communication Technology for Competitive Strategies. The conference was held at Jaipur, Rajasthan, India, during 11–12 December 2020. The book covers state-of-the-art as well as emerging topics pertaining to ICT and effective strategies for its implementation for engineering and managerial applications. This book contains papers mainly focused on ICT for computation, algorithms and data analytics, and IT security.
Author : Dhruba Kumar Bhattacharyya
Publisher : CRC Press
ISBN 13 : 146658209X
Total Pages : 364 pages
Book Rating : 4.4/5 (665 download)
Download or read book Network Anomaly Detection written by Dhruba Kumar Bhattacharyya and published by CRC Press. This book was released on 2013-06-18 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the rapid rise in the ubiquity and sophistication of Internet technology and the accompanying growth in the number of network attacks, network intrusion detection has become increasingly important. Anomaly-based network intrusion detection refers to finding exceptional or nonconforming patterns in network traffic data compared to normal behavi
Author : IEEE Staff
Publisher :
ISBN 13 : 9781665414272
Total Pages : pages
Book Rating : 4.4/5 (142 download)
Download or read book 2021 IEEE 24th International Conference on Information Fusion (FUSION) written by IEEE Staff and published by . This book was released on 2021-11 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The International Conference on Information Fusion is the premier forum for interchange of the latest research in data and information fusion, and its impacts on our society The conference brings together researchers and practitioners from academia and industry to report on the latest scientific and technical advances
Author : Jorge López Pérez
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (112 download)
Download or read book Pedestrian Anomaly Detection Based on Video Surveillance written by Jorge López Pérez and published by . This book was released on 2017 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: In this project, machine learning techniques based on statistical methodology will be used in order to implement an anomaly detection system. The aim is to simulate the behavior of a video surveillance camera from which the training data that is used to generate the detection model is extracted.
Author : IEEE Staff
Publisher :
ISBN 13 : 9781665430807
Total Pages : pages
Book Rating : 4.4/5 (38 download)
Download or read book 2021 11th IEEE International Conference on Control System, Computing and Engineering (ICCSCE) written by IEEE Staff and published by . This book was released on 2021-08-27 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This conference covers the area of Control and Systems Engineering, Automation and Robotics, Sensors and Sensing Techniques, Artificial Intelligent and Optimization Systems, Signal and Image Processing, System Identifications, Computer and Information Engineering, Data Analytic and Big Data, Internet of Things (IoT), Biomedical and Biomechatronics, Rehabilitation Engineering, Bioinformatics, Drone Technology and Applications, Autonomous Vehicles, Navigation Systems and other related areas
Author : Atilla Elçi
Publisher : Springer Nature
ISBN 13 : 9811396833
Total Pages : 289 pages
Book Rating : 4.8/5 (113 download)
Download or read book Smart Computing Paradigms: New Progresses and Challenges written by Atilla Elçi and published by Springer Nature. This book was released on 2019-11-30 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume book focuses on both theory and applications in the broad areas of communication technology, computer science and information security. It brings together contributions from scientists, professors, scholars and students, and presents essential information on computing, networking, and informatics. It also discusses the practical challenges encountered and the solutions used to overcome them, the goal being to promote the “translation” of basic research into applied research, and of applied research into practice. The works presented here will also demonstrate the importance of basic scientific research in a range of fields.
Author : Manoj Kumar Sharma
Publisher : Springer Nature
ISBN 13 : 9811560676
Total Pages : 623 pages
Book Rating : 4.8/5 (115 download)
Download or read book Innovations in Computational Intelligence and Computer Vision written by Manoj Kumar Sharma and published by Springer Nature. This book was released on 2020-09-21 with total page 623 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents high-quality, peer-reviewed papers from the International Conference on “Innovations in Computational Intelligence and Computer Vision (ICICV 2020),” hosted by Manipal University Jaipur, Rajasthan, India, on January 17–19, 2020. Offering a collection of innovative ideas from researchers, scientists, academics, industry professionals and students, the book covers a variety of topics, such as artificial intelligence and computer vision, image processing and video analysis, applications and services of artificial intelligence and computer vision, interdisciplinary areas combining artificial intelligence and computer vision, and other innovative practices.
Author : Matthew Moocarme
Publisher : Packt Publishing Ltd
ISBN 13 : 1800200226
Total Pages : 601 pages
Book Rating : 4.8/5 (2 download)
Download or read book The TensorFlow Workshop written by Matthew Moocarme and published by Packt Publishing Ltd. This book was released on 2021-12-15 with total page 601 pages. Available in PDF, EPUB and Kindle. Book excerpt: Get started with TensorFlow fundamentals to build and train deep learning models with real-world data, practical exercises, and challenging activities Key FeaturesUnderstand the fundamentals of tensors, neural networks, and deep learningDiscover how to implement and fine-tune deep learning models for real-world datasetsBuild your experience and confidence with hands-on exercises and activitiesBook Description Getting to grips with tensors, deep learning, and neural networks can be intimidating and confusing for anyone, no matter their experience level. The breadth of information out there, often written at a very high level and aimed at advanced practitioners, can make getting started even more challenging. If this sounds familiar to you, The TensorFlow Workshop is here to help. Combining clear explanations, realistic examples, and plenty of hands-on practice, it'll quickly get you up and running. You'll start off with the basics – learning how to load data into TensorFlow, perform tensor operations, and utilize common optimizers and activation functions. As you progress, you'll experiment with different TensorFlow development tools, including TensorBoard, TensorFlow Hub, and Google Colab, before moving on to solve regression and classification problems with sequential models. Building on this solid foundation, you'll learn how to tune models and work with different types of neural network, getting hands-on with real-world deep learning applications such as text encoding, temperature forecasting, image augmentation, and audio processing. By the end of this deep learning book, you'll have the skills, knowledge, and confidence to tackle your own ambitious deep learning projects with TensorFlow. What you will learnGet to grips with TensorFlow's mathematical operationsPre-process a wide variety of tabular, sequential, and image dataUnderstand the purpose and usage of different deep learning layersPerform hyperparameter-tuning to prevent overfitting of training dataUse pre-trained models to speed up the development of learning modelsGenerate new data based on existing patterns using generative modelsWho this book is for This TensorFlow book is for anyone who wants to develop their understanding of deep learning and get started building neural networks with TensorFlow. Basic knowledge of Python programming and its libraries, as well as a general understanding of the fundamentals of data science and machine learning, will help you grasp the topics covered in this book more easily.
Author : Nemanja Spasic
Publisher :
ISBN 13 :
Total Pages : 330 pages
Book Rating : 4.:/5 (229 download)
Download or read book Anomaly Detection and Prediction of Human Actions in a Video Surveillance Environment written by Nemanja Spasic and published by . This book was released on 2007 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Rajesh Kumar Shukla
Publisher : Springer Nature
ISBN 13 : 9811520712
Total Pages : 789 pages
Book Rating : 4.8/5 (115 download)
Download or read book Social Networking and Computational Intelligence written by Rajesh Kumar Shukla and published by Springer Nature. This book was released on 2020-03-21 with total page 789 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a selection of revised and extended versions of the best papers from the First International Conference on Social Networking and Computational Intelligence (SCI-2018), held in Bhopal, India, from October 5 to 6, 2018. It discusses recent advances in scientific developments and applications in these areas.
