Human Action Recognition With Depth Cameras

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Human Action Recognition with Depth Cameras

Jiang Wang,Zicheng Liu,Ying Wu
Human Action Recognition with Depth Cameras Book PDF

Author : Jiang Wang,Zicheng Liu,Ying Wu
Publisher : Springer Science & Business Media
Page : 59 pages
File Size : 50,8 Mb
Release : 2014-01-25
Category : Computers
ISBN : 9783319045610

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Human Action Recognition with Depth Cameras by Jiang Wang,Zicheng Liu,Ying Wu Pdf

Action recognition technology has many real-world applications in human-computer interaction, surveillance, video retrieval, retirement home monitoring, and robotics. The commoditization of depth sensors has also opened up further applications that were not feasible before. This text focuses on feature representation and machine learning algorithms for action recognition from depth sensors. After presenting a comprehensive overview of the state of the art, the authors then provide in-depth descriptions of their recently developed feature representations and machine learning techniques, including lower-level depth and skeleton features, higher-level representations to model the temporal structure and human-object interactions, and feature selection techniques for occlusion handling. This work enables the reader to quickly familiarize themselves with the latest research, and to gain a deeper understanding of recently developed techniques. It will be of great use for both researchers and practitioners.

Consumer Depth Cameras for Computer Vision

Andrea Fossati,Juergen Gall,Helmut Grabner,Xiaofeng Ren,Kurt Konolige
Consumer Depth Cameras for Computer Vision Book PDF

Author : Andrea Fossati,Juergen Gall,Helmut Grabner,Xiaofeng Ren,Kurt Konolige
Publisher : Springer Science & Business Media
Page : 220 pages
File Size : 42,9 Mb
Release : 2012-10-04
Category : Computers
ISBN : 9781447146391

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Consumer Depth Cameras for Computer Vision by Andrea Fossati,Juergen Gall,Helmut Grabner,Xiaofeng Ren,Kurt Konolige Pdf

The potential of consumer depth cameras extends well beyond entertainment and gaming, to real-world commercial applications. This authoritative text reviews the scope and impact of this rapidly growing field, describing the most promising Kinect-based research activities, discussing significant current challenges, and showcasing exciting applications. Features: presents contributions from an international selection of preeminent authorities in their fields, from both academic and corporate research; addresses the classic problem of multi-view geometry of how to correlate images from different viewpoints to simultaneously estimate camera poses and world points; examines human pose estimation using video-rate depth images for gaming, motion capture, 3D human body scans, and hand pose recognition for sign language parsing; provides a review of approaches to various recognition problems, including category and instance learning of objects, and human activity recognition; with a Foreword by Dr. Jamie Shotton.

New Trends in Image Analysis and Processing, ICIAP 2013 Workshops

Alfredo Petrosino,Lucia Maddalena,Pietro Pala,Virginio Cantoni,Michele Ceccarelli,Robert F. Murphy,Alberto Del Bimbo,Maja Pantic,Costantino Grana,Johan Oomen,Giuseppe Serra,Marco Leo,Danilo P. Mandic,Giuseppe Pirlo,Michael Fairhurst,Donato Impedovo
New Trends in Image Analysis and Processing ICIAP 2013 Workshops Book PDF

Author : Alfredo Petrosino,Lucia Maddalena,Pietro Pala,Virginio Cantoni,Michele Ceccarelli,Robert F. Murphy,Alberto Del Bimbo,Maja Pantic,Costantino Grana,Johan Oomen,Giuseppe Serra,Marco Leo,Danilo P. Mandic,Giuseppe Pirlo,Michael Fairhurst,Donato Impedovo
Publisher : Springer
Page : 561 pages
File Size : 50,9 Mb
Release : 2013-09-03
Category : Computers
ISBN : 9783642411908

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New Trends in Image Analysis and Processing, ICIAP 2013 Workshops by Alfredo Petrosino,Lucia Maddalena,Pietro Pala,Virginio Cantoni,Michele Ceccarelli,Robert F. Murphy,Alberto Del Bimbo,Maja Pantic,Costantino Grana,Johan Oomen,Giuseppe Serra,Marco Leo,Danilo P. Mandic,Giuseppe Pirlo,Michael Fairhurst,Donato Impedovo Pdf

This book constitutes the refereed proceedings of the workshops held with the 17th International Conference on Image Analysis and Processing, ICIAP 2013, held in Naples, Italy, in September 2013. The proceedings include papers from the five individual workshops focusing on topics of interest to the pattern recognition, image analysis, and computer vision communities, exploring emergent research directions or spotlight cross-disciplinary links with related fields and / or application areas.

Computer Vision – ECCV 2012

Andrew Fitzgibbon,Svetlana Lazebnik,Pietro Perona,Yoichi Sato,Cordelia Schmid
Computer Vision ECCV 2012 Book PDF

Author : Andrew Fitzgibbon,Svetlana Lazebnik,Pietro Perona,Yoichi Sato,Cordelia Schmid
Publisher : Springer
Page : 889 pages
File Size : 43,8 Mb
Release : 2012-09-26
Category : Computers
ISBN : 9783642337093

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Computer Vision – ECCV 2012 by Andrew Fitzgibbon,Svetlana Lazebnik,Pietro Perona,Yoichi Sato,Cordelia Schmid Pdf

The seven-volume set comprising LNCS volumes 7572-7578 constitutes the refereed proceedings of the 12th European Conference on Computer Vision, ECCV 2012, held in Florence, Italy, in October 2012. The 408 revised papers presented were carefully reviewed and selected from 1437 submissions. The papers are organized in topical sections on geometry, 2D and 3D shapes, 3D reconstruction, visual recognition and classification, visual features and image matching, visual monitoring: action and activities, models, optimisation, learning, visual tracking and image registration, photometry: lighting and colour, and image segmentation.

Computational Network Application Tools for Performance Management

Millie Pant,Tarun K. Sharma,Sebastián Basterrech,Chitresh Banerjee
Computational Network Application Tools for Performance Management Book PDF

Author : Millie Pant,Tarun K. Sharma,Sebastián Basterrech,Chitresh Banerjee
Publisher : Springer Nature
Page : 267 pages
File Size : 40,8 Mb
Release : 2019-10-18
Category : Business & Economics
ISBN : 9789813295858

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Computational Network Application Tools for Performance Management by Millie Pant,Tarun K. Sharma,Sebastián Basterrech,Chitresh Banerjee Pdf

This book explores a range of important theoretical and practical issues in the field of computational network application tools, while also presenting the latest advances and innovations using intelligent technology approaches. The main focus is on detecting and diagnosing complex application performance problems so that an optimal and expected level of system service can be attained and maintained. The book discusses challenging issues like enhancing system efficiency, performance, and assurance management, and blends the concept of system modeling and optimization techniques with soft computing, neural network, and sensor network approaches. In addition, it presents certain metrics and measurements that can be translated into business value. These metrics and measurements can also help to establish an empirical performance baseline for various applications, which can be used to identify changes in system performance. By presenting various intelligent technologies, the book provides readers with compact but insightful information on several broad and rapidly growing areas in the computation network application domain. The book’s twenty-two chapters examine and address current and future research topics in areas like neural networks, soft computing, nature-inspired computing, fuzzy logic and evolutionary computation, machine learning, smart security, and wireless networking, and cover a wide range of applications from pattern recognition and system modeling, to intelligent control problems and biomedical applications. The book was written to serve a broad readership, including engineers, computer scientists, management professionals, and mathematicians interested in studying tools and techniques for computational intelligence and applications for performance analysis. Featuring theoretical concepts and best practices in computational network applications, it will also be helpful for researchers, graduate and undergraduate students with an interest in the fields of soft computing, neural networks, machine learning, sensor networks, smart security, etc.

Proceedings of International Conference on Computer Vision and Image Processing

Balasubramanian Raman,Sanjeev Kumar,Partha Pratim Roy,Debashis Sen
Proceedings of International Conference on Computer Vision and Image Processing Book PDF

Author : Balasubramanian Raman,Sanjeev Kumar,Partha Pratim Roy,Debashis Sen
Publisher : Springer
Page : 567 pages
File Size : 55,7 Mb
Release : 2016-12-22
Category : Technology & Engineering
ISBN : 9789811021077

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Proceedings of International Conference on Computer Vision and Image Processing by Balasubramanian Raman,Sanjeev Kumar,Partha Pratim Roy,Debashis Sen Pdf

This edited volume contains technical contributions in the field of computer vision and image processing presented at the First International Conference on Computer Vision and Image Processing (CVIP 2016). The contributions are thematically divided based on their relation to operations at the lower, middle and higher levels of vision systems, and their applications. The technical contributions in the areas of sensors, acquisition, visualization and enhancement are classified as related to low-level operations. They discuss various modern topics – reconfigurable image system architecture, Scheimpflug camera calibration, real-time autofocusing, climate visualization, tone mapping, super-resolution and image resizing. The technical contributions in the areas of segmentation and retrieval are classified as related to mid-level operations. They discuss some state-of-the-art techniques – non-rigid image registration, iterative image partitioning, egocentric object detection and video shot boundary detection. The technical contributions in the areas of classification and retrieval are categorized as related to high-level operations. They discuss some state-of-the-art approaches – extreme learning machines, and target, gesture and action recognition. A non-regularized state preserving extreme learning machine is presented for natural scene classification. An algorithm for human action recognition through dynamic frame warping based on depth cues is given. Target recognition in night vision through convolutional neural network is also presented. Use of convolutional neural network in detecting static hand gesture is also discussed. Finally, the technical contributions in the areas of surveillance, coding and data security, and biometrics and document processing are considered as applications of computer vision and image processing. They discuss some contemporary applications. A few of them are a system for tackling blind curves, a quick reaction target acquisition and tracking system, an algorithm to detect for copy-move forgery based on circle block, a novel visual secret sharing scheme using affine cipher and image interleaving, a finger knuckle print recognition system based on wavelet and Gabor filtering, and a palmprint recognition based on minutiae quadruplets.

Time-of-Flight and Structured Light Depth Cameras

Pietro Zanuttigh,Giulio Marin,Carlo Dal Mutto,Fabio Dominio,Ludovico Minto,Guido Maria Cortelazzo
Time of Flight and Structured Light Depth Cameras Book PDF

Author : Pietro Zanuttigh,Giulio Marin,Carlo Dal Mutto,Fabio Dominio,Ludovico Minto,Guido Maria Cortelazzo
Publisher : Springer
Page : 355 pages
File Size : 47,6 Mb
Release : 2016-05-24
Category : Computers
ISBN : 9783319309736

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Time-of-Flight and Structured Light Depth Cameras by Pietro Zanuttigh,Giulio Marin,Carlo Dal Mutto,Fabio Dominio,Ludovico Minto,Guido Maria Cortelazzo Pdf

This book provides a comprehensive overview of the key technologies and applications related to new cameras that have brought 3D data acquisition to the mass market. It covers both the theoretical principles behind the acquisition devices and the practical implementation aspects of the computer vision algorithms needed for the various applications. Real data examples are used in order to show the performances of the various algorithms. The performance and limitations of the depth camera technology are explored, along with an extensive review of the most effective methods for addressing challenges in common applications. Applications covered in specific detail include scene segmentation, 3D scene reconstruction, human pose estimation and tracking and gesture recognition. This book offers students, practitioners and researchers the tools necessary to explore the potential uses of depth data in light of the expanding number of devices available for sale. It explores the impact of these devices on the rapidly growing field of depth-based computer vision.

Artificial Intelligence and Soft Computing

Leszek Rutkowski,Rafał Scherer,Marcin Korytkowski,Witold Pedrycz,Ryszard Tadeusiewicz,Jacek M. Zurada
Artificial Intelligence and Soft Computing Book PDF

Author : Leszek Rutkowski,Rafał Scherer,Marcin Korytkowski,Witold Pedrycz,Ryszard Tadeusiewicz,Jacek M. Zurada
Publisher : Springer
Page : 712 pages
File Size : 44,5 Mb
Release : 2019-05-27
Category : Computers
ISBN : 9783030209155

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Artificial Intelligence and Soft Computing by Leszek Rutkowski,Rafał Scherer,Marcin Korytkowski,Witold Pedrycz,Ryszard Tadeusiewicz,Jacek M. Zurada Pdf

The two-volume set LNCS 11508 and 11509 constitutes the refereed proceedings of of the 18th International Conference on Artificial Intelligence and Soft Computing, ICAISC 2019, held in Zakopane, Poland, in June 2019. The 122 revised full papers presented were carefully reviewed and selected from 333 submissions. The papers included in the first volume are organized in the following five parts: neural networks and their applications; fuzzy systems and their applications; evolutionary algorithms and their applications; pattern classification; artificial intelligence in modeling and simulation. The papers included in the second volume are organized in the following five parts: computer vision, image and speech analysis; bioinformatics, biometrics, and medical applications; data mining; various problems of artificial intelligence; agent systems, robotics and control.

Computer Vision – ECCV 2016 Workshops

Gang Hua,Hervé Jégou
Computer Vision ECCV 2016 Workshops Book PDF

Author : Gang Hua,Hervé Jégou
Publisher : Springer
Page : 922 pages
File Size : 44,6 Mb
Release : 2016-11-03
Category : Computers
ISBN : 9783319488813

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Computer Vision – ECCV 2016 Workshops by Gang Hua,Hervé Jégou Pdf

The three-volume set LNCS 9913, LNCS 9914, and LNCS 9915 comprises the refereed proceedings of the Workshops that took place in conjunction with the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016. The three-volume set LNCS 9913, LNCS 9914, and LNCS 9915 comprises the refereed proceedings of the Workshops that took place in conjunction with the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016. 27 workshops from 44 workshops proposals were selected for inclusion in the proceedings. These address the following themes: Datasets and Performance Analysis in Early Vision; Visual Analysis of Sketches; Biological and Artificial Vision; Brave New Ideas for Motion Representations; Joint ImageNet and MS COCO Visual Recognition Challenge; Geometry Meets Deep Learning; Action and Anticipation for Visual Learning; Computer Vision for Road Scene Understanding and Autonomous Driving; Challenge on Automatic Personality Analysis; BioImage Computing; Benchmarking Multi-Target Tracking: MOTChallenge; Assistive Computer Vision and Robotics; Transferring and Adapting Source Knowledge in Computer Vision; Recovering 6D Object Pose; Robust Reading; 3D Face Alignment in the Wild and Challenge; Egocentric Perception, Interaction and Computing; Local Features: State of the Art, Open Problems and Performance Evaluation; Crowd Understanding; Video Segmentation; The Visual Object Tracking Challenge Workshop; Web-scale Vision and Social Media; Computer Vision for Audio-visual Media; Computer VISion for ART Analysis; Virtual/Augmented Reality for Visual Artificial Intelligence; Joint Workshop on Storytelling with Images and Videos and Large Scale Movie Description and Understanding Challenge.

Advanced Machine Intelligence and Signal Processing

Deepak Gupta,Koj Sambyo,Mukesh Prasad,Sonali Agarwal
Advanced Machine Intelligence and Signal Processing Book PDF

Author : Deepak Gupta,Koj Sambyo,Mukesh Prasad,Sonali Agarwal
Publisher : Springer Nature
Page : 859 pages
File Size : 54,7 Mb
Release : 2022-06-25
Category : Technology & Engineering
ISBN : 9789811908408

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Advanced Machine Intelligence and Signal Processing by Deepak Gupta,Koj Sambyo,Mukesh Prasad,Sonali Agarwal Pdf

This book covers the latest advancements in the areas of machine learning, computer vision, pattern recognition, computational learning theory, big data analytics, network intelligence, signal processing, and their applications in real world. The topics covered in machine learning involve feature extraction, variants of support vector machine (SVM), extreme learning machine (ELM), artificial neural network (ANN), and other areas in machine learning. The mathematical analysis of computer vision and pattern recognition involves the use of geometric techniques, scene understanding and modeling from video, 3D object recognition, localization and tracking, medical image analysis, and so on. Computational learning theory involves different kinds of learning like incremental, online, reinforcement, manifold, multitask, semi-supervised, etc. Further, it covers the real-time challenges involved while processing big data analytics and stream processing with the integration of smart data computing services and interconnectivity. Additionally, it covers the recent developments to network intelligence for analyzing the network information and thereby adapting the algorithms dynamically to improve the efficiency. In the last, it includes the progress in signal processing to process the normal and abnormal categories of real-world signals, for instance signals generated from IoT devices, smart systems, speech, videos, etc., and involves biomedical signal processing: electrocardiogram (ECG), electroencephalogram (EEG), magnetoencephalography (MEG), and electromyogram (EMG).

Understanding Human Activities Through 3D Sensors

Hazem Wannous,Pietro Pala,Mohamed Daoudi,Francisco Flórez-Revuelta
Understanding Human Activities Through 3D Sensors Book PDF

Author : Hazem Wannous,Pietro Pala,Mohamed Daoudi,Francisco Flórez-Revuelta
Publisher : Springer
Page : 129 pages
File Size : 54,6 Mb
Release : 2018-05-15
Category : Computers
ISBN : 9783319918631

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Understanding Human Activities Through 3D Sensors by Hazem Wannous,Pietro Pala,Mohamed Daoudi,Francisco Flórez-Revuelta Pdf

This book constitutes the revised selected papers of the Second International Workshop on Understanding Human Activities through 3D Sensors, UHA3DS 2016, that was held in conjunction with the 23rd International Conference on Pattern Recognition, ICPR 2016, held in Cancun, Mexico, in December 2016. The 9 revised full papers were carefully reviewed and selected from 12 submissions. The papers are organized in topical sections on Behavior Analysis, Human Motion Recognition, and Application Datasets.

Real-Time Image and Video Processing

Nasser Kehtarnavaz,Mark Gamadia
Real Time Image and Video Processing Book PDF

Author : Nasser Kehtarnavaz,Mark Gamadia
Publisher : Springer Nature
Page : 97 pages
File Size : 43,5 Mb
Release : 2022-06-01
Category : Technology & Engineering
ISBN : 9783031022401

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Real-Time Image and Video Processing by Nasser Kehtarnavaz,Mark Gamadia Pdf

This book presents an overview of the guidelines and strategies for transitioning an image or video processing algorithm from a research environment into a real-time constrained environment. Such guidelines and strategies are scattered in the literature of various disciplines including image processing, computer engineering, and software engineering, and thus have not previously appeared in one place. By bringing these strategies into one place, the book is intended to serve the greater community of researchers, practicing engineers, industrial professionals, who are interested in taking an image or video processing algorithm from a research environment to an actual real-time implementation on a resource constrained hardware platform. These strategies consist of algorithm simplifications, hardware architectures, and software methods. Throughout the book, carefully selected representative examples from the literature are presented to illustrate the discussed concepts. After reading the book, the readers are exposed to a wide variety of techniques and tools, which they can then employ to design a real-time image or video processing system.

Image Analysis and Processing - ICIAP 2017

Sebastiano Battiato,Giovanni Gallo,Raimondo Schettini,Filippo Stanco
Image Analysis and Processing ICIAP 2017 Book PDF

Author : Sebastiano Battiato,Giovanni Gallo,Raimondo Schettini,Filippo Stanco
Publisher : Springer
Page : 788 pages
File Size : 50,7 Mb
Release : 2017-10-11
Category : Computers
ISBN : 9783319685601

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Image Analysis and Processing - ICIAP 2017 by Sebastiano Battiato,Giovanni Gallo,Raimondo Schettini,Filippo Stanco Pdf

The two-volume set LNCS 10484 and 10485 constitutes the refereed proceedings of the 19th International Conference on Image Analysis and Processing, ICIAP 2017, held in Catania, Italy, in September 2017. The 138 papers presented were carefully reviewed and selected from 229 submissions. The papers cover both classic and the most recent trends in image processing, computer vision, and pattern recognition, addressing both theoretical and applicative aspects. They are organized in the following topical sections: video analysis and understanding; pattern recognition and machine learning; multiview geometry and 3D computer vision; image analysis, detection and recognition; multimedia; biomedical and assistive technology; information forensics and security; imaging for cultural heritage and archaeology; and imaging solutions for improving the quality of life.

Artificial Neural Networks and Machine Learning – ICANN 2021

Igor Farkaš,Paolo Masulli,Sebastian Otte,Stefan Wermter
Artificial Neural Networks and Machine Learning ICANN 2021 Book PDF

Author : Igor Farkaš,Paolo Masulli,Sebastian Otte,Stefan Wermter
Publisher : Springer Nature
Page : 708 pages
File Size : 43,6 Mb
Release : 2021-09-10
Category : Computers
ISBN : 9783030863654

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Artificial Neural Networks and Machine Learning – ICANN 2021 by Igor Farkaš,Paolo Masulli,Sebastian Otte,Stefan Wermter Pdf

The proceedings set LNCS 12891, LNCS 12892, LNCS 12893, LNCS 12894 and LNCS 12895 constitute the proceedings of the 30th International Conference on Artificial Neural Networks, ICANN 2021, held in Bratislava, Slovakia, in September 2021.* The total of 265 full papers presented in these proceedings was carefully reviewed and selected from 496 submissions, and organized in 5 volumes. In this volume, the papers focus on topics such as generative neural networks, graph neural networks, hierarchical and ensemble models, human pose estimation, image processing, image segmentation, knowledge distillation, and medical image processing. *The conference was held online 2021 due to the COVID-19 pandemic.

Human Activity Recognition and Prediction

Yun Fu
Human Activity Recognition and Prediction Book PDF

Author : Yun Fu
Publisher : Springer
Page : 174 pages
File Size : 45,9 Mb
Release : 2015-12-23
Category : Technology & Engineering
ISBN : 9783319270043

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Human Activity Recognition and Prediction by Yun Fu Pdf

This book provides a unique view of human activity recognition, especially fine-grained human activity structure learning, human-interaction recognition, RGB-D data based action recognition, temporal decomposition, and causality learning in unconstrained human activity videos. The techniques discussed give readers tools that provide a significant improvement over existing methodologies of video content understanding by taking advantage of activity recognition. It links multiple popular research fields in computer vision, machine learning, human-centered computing, human-computer interaction, image classification, and pattern recognition. In addition, the book includes several key chapters covering multiple emerging topics in the field. Contributed by top experts and practitioners, the chapters present key topics from different angles and blend both methodology and application, composing a solid overview of the human activity recognition techniques.