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Machine Learning For Vision Based Motion Analysis

Author : Liang Wang
ISBN : 0857290576
Genre : Computers
File Size : 51. 80 MB
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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.

Human Motion Understanding Modeling Capture And Animation

Author : Ahmed Elgammal
ISBN : 9783540757030
Genre : Computers
File Size : 63. 6 MB
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This book constitutes the refereed proceedings of the Second Workshop on Human Motion, HumanMotion 2007, held in Rio de Janeiro, Brazil October 2007 in conjunction with ICCV 2007. The 22 revised full papers presented were carefully reviewed and selected from 38 submissions. The papers are organized in topical sections on motion capture and pose estimation, body and limb tracking and segmentation and activity recognition.

Computer Vision Accv 2009

Author : Hongbin Zha
ISBN : 9783642123030
Genre : Computers
File Size : 74. 67 MB
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The three volume set LNCS 5994, LNCS 5995, and LNCS 5996 constitutes the thoroughly refereed post-conference proceedings of the 9th Asian Conference on Computer Vision, ACCV 2009, held in Xi'an, China, in September 2009. The 35 revised full papers and 130 revised poster papers of the three volumes were carefully reviewed and seleceted from 670 submissions. The papers are organized in topical sections on multiple view and stereo, face and pose analysis, motion analysis and tracking, segmentation, feature extraction and object detection, image enhancement and visual attention, machine learning algorithms for vision, object categorization and face recognition, biometrics and surveillance, stereo, motion analysis, and tracking, segmentation, detection, color and texture, as well as machine learning, recognition, biometrics and surveillance.

Computer Vision Accv 2006

Author : P.J. Narayanan
ISBN : 9783540324324
Genre : Computers
File Size : 57. 33 MB
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These volumes present together a total of 64 revised full papers and 128 revised posters papers. The papers are organized in topical sections on camera calibration, stereo and pose, texture, face recognition, variational methods, tracking, geometry and calibration, lighting and focus, in the first volume. The papers of the second volume cover topics as detection and applications, statistics and kernels, segmentation, geometry and statistics, signal processing, and video processing.

Articulated Motion And Deformable Objects

Author : Francisco J. Perales
ISBN : 9783540360315
Genre : Computers
File Size : 80. 61 MB
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This book constitutes the refereed proceedings of the 4th International Conference on Articulated Motion and Deformable Objects, AMDO 2006, held in Port d'Andratx, Mallorca, Spain, in July 2006. Presents 53 carefully selected and revised full papers on topics including geometric and physical deformable models, motion analysis, articulated models and animation, modelling and visualisation of deformable models, deformable models applications, motion analysis applications, single or multiple human motion analysis and synthesis, and more.

Computer Vision Eccv 2006

Author : Aleš Leonardis
ISBN : 9783540338376
Genre : Computers
File Size : 33. 2 MB
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These are the proceedings of the 9th European Conference on Computer Vision (ECCV 2006), the premium European conference on computer vision, held in Graz, Austria, in May 2006.

Image Analysis

Author : Arnt-Borre Salberg
ISBN : 9783642022302
Genre : Computers
File Size : 67. 25 MB
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This volume contains the papers presented at the Scandinavian Conference on Image Analysis, SCIA 2009, which was held at the Radisson SAS Scandinavian Hotel, Oslo, Norway, June 15–18. SCIA 2009 was the 16th in the biennial series of conferences, which has been organized in turn by the Scandinavian countries Sweden, Finland, D- mark and Norway since 1980. The event itself has always attracted participants and author contributions from outside the Scandinavian countries, making it an international conference. Theconferenceincludedafulldayoftutorialsand?vekeynotetalksprovided by world-renowned experts. The program covered high-quality scienti?c cont- butions within image analysis, human and action analysis, pattern and object recognition,colorimagingandquality,medicalandbiomedicalapplications,face andheadanalysis,computer vision,andmultispectralcoloranalysis. The papers werecarefully selected based on at least two reviews. Among 154 submissions 79 wereaccepted,leadingtoanacceptancerateof51%. SinceSCIAwasarrangedas a single-track event, 30 papers were presented in the oral sessions and 49 papers were presented in the poster sessions. A separate session on multispectral color science was organized in cooperation with the 11th Symposium of Multispectral Color Science (MCS 2009). Since 2009 was proclaimed the “International Year of Astronomy” by the United Nations General Assembly, the conference also contained a session on the topic “Imageand PatternAnalysis in Astronomyand Astrophysics. ” SCIA has a reputation of having a friendly environment, in addition to hi- quality scienti?c contributions. We focused on maintaining this reputation, by designing a technical and social program that we hope the participants found interesting and inspiring for new research ideas and network extensions. We thank the authors for submitting their valuable work to SCIA.

Computer Vision

Author : Ron Kimmel
ISBN : 9783642193149
Genre : Computers
File Size : 45. 15 MB
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The four-volume set LNCS 6492-6495 constitutes the thoroughly refereed post-proceedings of the 10th Asian Conference on Computer Vision, ACCV 2009, held in Queenstown, New Zealand in November 2010. All together the four volumes present 206 revised papers selected from a total of 739 Submissions. All current issues in computer vision are addressed ranging from algorithms that attempt to automatically understand the content of images, optical methods coupled with computational techniques that enhance and improve images, and capturing and analyzing the world's geometry while preparing the higher level image and shape understanding. Novel gemometry techniques, statistical learning methods, and modern algebraic procedures are dealt with as well.

Articulated Motion And Deformable Objects

Author : Francisco Jose Perales Lopez
ISBN : 9783642140600
Genre : Computers
File Size : 56. 41 MB
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This book constitutes the proceedings of the 6th International Conference on Articulated Motion and Deformable Objects, held in Port d'Andratx, Mallorca, Spain, in July 2010.

Pattern Recognition And Image Analysis

Author : Joan Martí
ISBN : 9783540728474
Genre : Computers
File Size : 27. 85 MB
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Part of a two-volume set, this book constitutes the refereed proceedings of the Third Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2007, held in Girona, Spain in June 2007. It covers pattern recognition, human language technology, special architectures and industrial applications, motion analysis, image analysis, biomedical applications, shape and texture analysis, 3D, and image coding and processing.

Articulated Motion And Deformable Objects

Author : Francisco Jose Perales Lopez
ISBN : 9783642315671
Genre : Computers
File Size : 73. 84 MB
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This book constitutes the refereed proceedings of the 7th International Conference on Articulated Motion and Deformable Objects, AMDO 2012, held in Port d'Andratx, Mallorca, Spain, in July 2012. The 27 papers presented were carefully reviewed and selected from 44 submissions. The volume also contains one full paper length invited talk. The conference dealt with the following topics: advanced computer graphics (human modeling and animation); human motion (analysis, tracking, 3D reconstruction and recognition); multimodal user interaction and applications; and affective interfaces (recognition and interpretation of emotions, ECAs -- embodied conversational agents in HCI).

Machine Learning For Human Motion Analysis Theory And Practice

Author : Wang, Liang
ISBN : 9781605669014
Genre : Computers
File Size : 49. 26 MB
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"This book highlights the development of robust and effective vision-based motion understanding systems, addressing specific vision applications such as surveillance, sport event analysis, healthcare, video conferencing, and motion video indexing and retrieval"--Provided by publisher.

Advances In Neural Information Processing Systems 14

Author : Thomas G. Dietterich
ISBN : 026204207X
Genre : Information storage and retrieval systems
File Size : 33. 18 MB
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Soft Computing Applications And Intelligent Systems

Author : Shahrul Azman Noah
ISBN : 9783642405679
Genre : Computers
File Size : 60. 47 MB
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This book constitutes the refereed proceedings of the International Second International Multi-Conference on Artificial Intelligence Technology, M-CAIT 2013, held in Shah Alam, in August 2013. The 25 revised full papers presented were carefully reviewed and selected from 110 submissions. M-CAIT 2013 hosted four special tracks in a single event: Intelligence Computation on Pattern Analysis and Robotics (ICPAIR 2013), Data Mining and Optimization (DMO 2013), Semantic Technology and Information Retrieval (STAIR 2013) and Industrial Computing & Applied Informatics (IComp 2013). The papers address issues of state-of-the-art research, development, implementation and applications within the four focus areas in CAIT: pattern recognition, data mining and optimization, knowledge technology and industrial computing.

Advances In Systems Science

Author : Jerzy Swiątek
ISBN : 9783319018577
Genre : Computers
File Size : 66. 9 MB
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The International Conference on Systems Science 2013 (ICSS 2013) was the 18th event of the series of international scientific conferences for researchers and practitioners in the fields of systems science and systems engineering. The conference took place in Wroclaw, Poland during September 10-12, 2013 and was organized by Wroclaw University of Technology and co-organized by: Committee of Automatics and Robotics of Polish Academy of Sciences, Committee of Computer Science of Polish Academy of Sciences and Polish Section of IEEE. The papers included in the proceedings cover the following topics: Control Theory, Databases and Data Mining, Image and Signal Processing, Machine Learning, Modeling and Simulation, Operational Research, Service Science, Time series and System Identification. The accepted and presented papers highlight new trends and challenges in systems science and systems engineering.

Dynamic 3d Scene Analysis And Modeling With A Time Of Flight Camera

Author : Ingo Schiller
ISBN : 9783842371897
Genre :
File Size : 79. 85 MB
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Viele Anwendungen des Maschinellen Sehens ben tigen die automatische Analyse und Rekonstruktion von statischen und dynamischen Szenen. Deshalb ist die automatische Analyse von dreidimensionalen Szenen und Objekten ein Bereich der intensiv erforscht wird. Die meisten Ans tze konzentrieren sich auf die Rekonstruktion statischer Szenen, da die Rekonstruktion nicht-statischer Geometrien viel herausfordernder ist und voraussetzt, dass dreidimensionale Szeneninformation mit hoher zeitlicher Aufl sung verf gbar ist. Statische Szenenanalyse wird beispielsweise in der autonomen Navigation, f r die berwachung und f r die Erhaltung des Kulturerbes eingesetzt. Andererseits er ffnet die Analyse und Rekonstruktion nicht-statischer Geometrie viel mehr M glichkeiten, nicht nur f r die bereits erw hnten Anwendungen. In der Produktion von Medieninhalten f r Film und Fernsehen kann die Analyse und die Aufnahme und Wiedergabe von vollst ndig dreidimensionalen Inhalten verwendet werden um neue Ansichten realer Szenen zu erzeugen oder echte Schauspieler durch animierte virtuelle Charaktere zu ersetzen.Die wichtigste Voraussetzung f r die Analyse von dynamischen Inhalten ist die Verf gbarkeit von zuverl ssigen dreidimensionalen Szeneninformationen. Um die Entfernung von Punkten in der Szene zu bestimmen wurden meistens Stereo-Verfahren eingesetzt, aber diese Verfahren ben tigen viel Rechenzeit und erreichen in Echtzeit nicht die ben tigte Qualit t. In den letzten Jahren haben die so genannten Laufzeitkameras das Stadium der Prototypen verlassen und sind jetzt in der Lage dichte Tiefeninformationen in vern nftiger Qualit t zu einem vern nftigen Preis zu liefern. Diese Arbeit untersucht die Eignung dieser Kameras f r die Analyse nicht-statischer dreidimensionaler Szenen. Bevor eine Laufzeitkamera f r die Analyse eingesetzt werden kann muss sie intern und extern kalibriert werden. Dar ber hinaus leiden Laufzeitkameras an systematischen Fehlern bei der Entfernungsmessung, bedingt durch ihr

Human Motion

Author : Bodo Rosenhahn
ISBN : 9781402066924
Genre : Computers
File Size : 84. 8 MB
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The study of human motion dates back more than 2000 years. With the event of information technology, new areas have been added to this field. Research using computer vision and computer graphics contributes to a transformation of biomechanics into a discipline that now applies computing technology throughout; on the other hand, computer vision and computer graphics also benefit from defining goals aimed at solving problems in biomechanics. Besides interactions, all three areas also developed their own inherent research dynamics towards studying human motion. Researchers from all three of these areas have contributed to this book to promote the establishment of human motion research as a multi-facetted discipline and to improve the exchange of ideas and concepts between these three areas. Some chapters review the state of the art whilst others report on leading edge research results, with applications in medicine, sport science, cinematography and robotics.

Human Computer Interaction

Author : Michitaka Hirose
ISBN : 1586031880
Genre : Computers
File Size : 29. 42 MB
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This book covers the proceedings of INTERACT 2001 held in Tokyo, Japan, July 2001. The conference covers human-computer interaction and topics presented include: interaction design, usability, novel interface devices, computer supported co-operative works, visualization, and virtual reality. The papers presented in this book should appeal to students and professionals who wish to understand multimedia technologies and human-computer interaction.

Computer Vision Eccv 2000

Author : David Vernon
ISBN : 9783540676867
Genre : Computers
File Size : 65. 82 MB
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The two-volume set LNCS 1842/1843 constitutes the refereed proceedings of the 6th European Conference on Computer Vision, ECCV 2000, held in Dublin, Ireland in June/July 2000. The 116 revised full papers presented were carefully selected from a total of 266 submissions. The two volumes offer topical sections on recognitions and modelling; stereoscopic vision; texture and shading; shape; structure from motion; image features; active, real-time, and robot vision; segmentation and grouping; vision systems engineering and evaluation; calibration; medical image understanding; and visual motion.

Computer Vision Eccv 2004

Author : Tomas Pajdla
ISBN : 9783540219828
Genre : Computers
File Size : 76. 15 MB
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The four-volume set comprising LNCS volumes 3021/3022/3023/3024 constitutes the refereed proceedings of the 8th European Conference on Computer Vision, ECCV 2004, held in Prague, Czech Republic, in May 2004. The 190 revised papers presented were carefully reviewed and selected from a total of 555 papers submitted. The four books span the entire range of current issues in computer vision. The papers are organized in topical sections on tracking; feature-based object detection and recognition; geometry; texture; learning and recognition; information-based image processing; scale space, flow, and restoration; 2D shape detection and recognition; and 3D shape representation and reconstruction.

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