Performance Characterization In Computer Vision

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Performance Characterization in Computer Vision

Author : Reinhard Klette
Publisher : Springer Science & Business Media
ISBN 13 : 9401595380
Total Pages : 317 pages
Book Rating : 4.4/5 (15 download)

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Book Synopsis Performance Characterization in Computer Vision by : Reinhard Klette

Download or read book Performance Characterization in Computer Vision written by Reinhard Klette and published by Springer Science & Business Media. This book was released on 2013-04-17 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited volume addresses a subject which has been discussed inten sively in the computer vision community for several years. Performance characterization and evaluation of computer vision algorithms are of key importance, particularly with respect to the configuration of reliable and ro bust computer vision systems as well as the dissemination of reconfigurable systems in novel application domains. Although a plethora of literature on this subject is available for certain' areas of computer vision, the re search community still faces a lack of a well-grounded, generally accepted, and--eventually-standardized methods. The range of fundamental problems encoIl!passes the value of synthetic images in experimental computer vision, the selection of a representative set of real images related to specific domains and tasks, the definition of ground truth given different tasks and applications, the design of experimental test beds, the analysis of algorithms with respect to general characteristics such as complexity, resource consumption, convergence, stability, or range of admissible input data, the definition and analysis of performance measures for classes of algorithms, the role of statistics-based performance measures, the generation of data sheets with performance measures of algorithms sup porting the system engineer in his configuration problem, and the validity of model assumptions for specific applications of computer vision.

Performance Characterization of Boosting in Computer Vision

Author : Weiliang Li
Publisher :
ISBN 13 :
Total Pages : 400 pages
Book Rating : 4.:/5 (623 download)

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Book Synopsis Performance Characterization of Boosting in Computer Vision by : Weiliang Li

Download or read book Performance Characterization of Boosting in Computer Vision written by Weiliang Li and published by . This book was released on 2005 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: The analytical error modeling is based on random sampling, but it can be applied to stratified sampling. While training samples are collected under different experimental context, designers need an efficient method to evaluate the number of clustered samples versus the within-cluster and the overall classification performance. In the last part, we propose an effective approach for analyzing the classification errors in stratified sampling design.

Empirical Evaluation Methods In Computer Vision

Author : Henrik I Christensen
Publisher : World Scientific
ISBN 13 : 9814488526
Total Pages : 170 pages
Book Rating : 4.8/5 (144 download)

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Book Synopsis Empirical Evaluation Methods In Computer Vision by : Henrik I Christensen

Download or read book Empirical Evaluation Methods In Computer Vision written by Henrik I Christensen and published by World Scientific. This book was released on 2002-05-08 with total page 170 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides comprehensive coverage of methods for the empirical evaluation of computer vision techniques. The practical use of computer vision requires empirical evaluation to ensure that the overall system has a guaranteed performance.The book contains articles that cover the design of experiments for evaluation, range image segmentation, the evaluation of face recognition and diffusion methods, image matching using correlation methods, and the performance of medical image processing algorithms.

Computer Vision: Specialized Processors for Real-Time Image Analysis

Author : Eduard Montseny
Publisher : Springer Science & Business Media
ISBN 13 : 9783540570165
Total Pages : 232 pages
Book Rating : 4.5/5 (71 download)

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Book Synopsis Computer Vision: Specialized Processors for Real-Time Image Analysis by : Eduard Montseny

Download or read book Computer Vision: Specialized Processors for Real-Time Image Analysis written by Eduard Montseny and published by Springer Science & Business Media. This book was released on 1994-08-23 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computer vision falls short of human vision in two respects: execution time and intelligent interpretation. This book addresses the question of execution time. It is based on a workshop on specialized processors for real-time image analysis, held as part of the activities of an ESPRIT Basic Research Action, the Working Group on Vision. The aim of the book is to examine the state of the art in vision-oriented computers. Two approaches are distinguished: multiprocessor systems and fine-grain massively parallel computers. The development of fine-grain machines has become more important over the last decade, but one of the main conclusions of the workshop is that this does not imply the replacement of multiprocessor machines. The book is divided into four parts. Part 1 introduces different architectures for vision: associative and pyramid processors as examples of fine-grain machines and a workstation with bus-oriented network topology as an example of a multiprocessor system. Parts 2 and 3 deal with the design and development of dedicated and specialized architectures. Part 4 is mainly devoted to applications, including road segmentation, mobile robot guidance and navigation, reconstruction and identification of 3D objects, and motion estimation.

Computer Vision and Image Analysis for Industry 4.0

Author : Nazmul Siddique
Publisher : CRC Press
ISBN 13 : 1000804739
Total Pages : 214 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Computer Vision and Image Analysis for Industry 4.0 by : Nazmul Siddique

Download or read book Computer Vision and Image Analysis for Industry 4.0 written by Nazmul Siddique and published by CRC Press. This book was released on 2023-06-12 with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: Focuses on several core aspects of Industry 4.0 on computer vision & imaging. Highlights several exciting techniques for disease prediction, NLP, image captioning, flood level assessment, crop classifications, and fabrication of smart wheelchairs. Covers several chapters on Natural Language Processing (NLP), focusing on Bangla language. Chapters presented in a step-by-step manner so that young minds can understand and implement easily.

Computer Vision in Sports

Author : Thomas B. Moeslund
Publisher : Springer
ISBN 13 : 3319093967
Total Pages : 322 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Computer Vision in Sports by : Thomas B. Moeslund

Download or read book Computer Vision in Sports written by Thomas B. Moeslund and published by Springer. This book was released on 2015-01-19 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first book of its kind devoted to this topic, this comprehensive text/reference presents state-of-the-art research and reviews current challenges in the application of computer vision to problems in sports. Opening with a detailed introduction to the use of computer vision across the entire life-cycle of a sports event, the text then progresses to examine cutting-edge techniques for tracking the ball, obtaining the whereabouts and pose of the players, and identifying the sport being played from video footage. The work concludes by investigating a selection of systems for the automatic analysis and classification of sports play. The insights provided by this pioneering collection will be of great interest to researchers and practitioners involved in computer vision, sports analysis and media production.

Performance Characterization of Machine Vision Sub-systems

Author : Allan Loh
Publisher :
ISBN 13 :
Total Pages : 284 pages
Book Rating : 4.:/5 (223 download)

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Book Synopsis Performance Characterization of Machine Vision Sub-systems by : Allan Loh

Download or read book Performance Characterization of Machine Vision Sub-systems written by Allan Loh and published by . This book was released on 1997 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Progress In Computer Vision And Image Analysis

Author : Horst Bunke
Publisher : World Scientific
ISBN 13 : 981446998X
Total Pages : 591 pages
Book Rating : 4.8/5 (144 download)

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Book Synopsis Progress In Computer Vision And Image Analysis by : Horst Bunke

Download or read book Progress In Computer Vision And Image Analysis written by Horst Bunke and published by World Scientific. This book was released on 2009-08-26 with total page 591 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a collection of scientific papers published during the last five years, showing a broad spectrum of actual research topics and techniques used to solve challenging problems in the areas of computer vision and image analysis. The book will appeal to researchers, technicians and graduate students.

Computer Vision and Action Recognition

Author : Md. Atiqur Rahman Ahad
Publisher : Springer Science & Business Media
ISBN 13 : 9491216201
Total Pages : 228 pages
Book Rating : 4.4/5 (912 download)

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Book Synopsis Computer Vision and Action Recognition by : Md. Atiqur Rahman Ahad

Download or read book Computer Vision and Action Recognition written by Md. Atiqur Rahman Ahad and published by Springer Science & Business Media. This book was released on 2011-12-02 with total page 228 pages. Available in PDF, EPUB and Kindle. Book excerpt: Human action analyses and recognition are challenging problems due to large variations in human motion and appearance, camera viewpoint and environment settings. The field of action and activity representation and recognition is relatively old, yet not well-understood by the students and research community. Some important but common motion recognition problems are even now unsolved properly by the computer vision community. However, in the last decade, a number of good approaches are proposed and evaluated subsequently by many researchers. Among those methods, some methods get significant attention from many researchers in the computer vision field due to their better robustness and performance. This book will cover gap of information and materials on comprehensive outlook – through various strategies from the scratch to the state-of-the-art on computer vision regarding action recognition approaches. This book will target the students and researchers who have knowledge on image processing at a basic level and would like to explore more on this area and do research. The step by step methodologies will encourage one to move forward for a comprehensive knowledge on computer vision for recognizing various human actions.

Handbook Of Pattern Recognition And Computer Vision

Author : Patrick S P Wang
Publisher : World Scientific
ISBN 13 : 9814505218
Total Pages : 997 pages
Book Rating : 4.8/5 (145 download)

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Book Synopsis Handbook Of Pattern Recognition And Computer Vision by : Patrick S P Wang

Download or read book Handbook Of Pattern Recognition And Computer Vision written by Patrick S P Wang and published by World Scientific. This book was released on 1993-08-31 with total page 997 pages. Available in PDF, EPUB and Kindle. Book excerpt: Pattern recognition and computer vision and their applications have experienced enormous progress in research and development over the last two decades. This comprehensive handbook, with chapters by leading experts in their fields, documents both the basics and new and advanced results.The book gives the most total treatment of basic methods in pattern recognition including statistical, neurocomputing, syntactic/structural/grammatical approaches, feature selection and cluster analysis; and an extensive presentation of basic methods in computer vision including texture analysis and models, color, geometrical tools, image sequence analysis, etc. Major and unique applications are also covered, such as food handling using computer vision, non-destructive evaluation of materials, applications in economics and business, medical image recognition and understanding, etc. Broader system aspects are also examined, including optical pattern recognition and architectures for computer vision.Researchers, students and users of pattern recognition and computer vision will find the book an essential reference tool. The volume is also an invaluable collection of basic techniques and principles, which would otherwise be hard to assemble, in one convenient volume.

Computer Vision – ECCV 2016 Workshops

Author : Gang Hua
Publisher : Springer
ISBN 13 : 3319494090
Total Pages : 938 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Computer Vision – ECCV 2016 Workshops by : Gang Hua

Download or read book Computer Vision – ECCV 2016 Workshops written by Gang Hua and published by Springer. This book was released on 2016-11-23 with total page 938 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Knowledge Transfer between Computer Vision and Text Mining

Author : Radu Tudor Ionescu
Publisher : Springer
ISBN 13 : 3319303678
Total Pages : 265 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Knowledge Transfer between Computer Vision and Text Mining by : Radu Tudor Ionescu

Download or read book Knowledge Transfer between Computer Vision and Text Mining written by Radu Tudor Ionescu and published by Springer. This book was released on 2016-04-25 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt: This ground-breaking text/reference diverges from the traditional view that computer vision (for image analysis) and string processing (for text mining) are separate and unrelated fields of study, propounding that images and text can be treated in a similar manner for the purposes of information retrieval, extraction and classification. Highlighting the benefits of knowledge transfer between the two disciplines, the text presents a range of novel similarity-based learning (SBL) techniques founded on this approach. Topics and features: describes a variety of SBL approaches, including nearest neighbor models, local learning, kernel methods, and clustering algorithms; presents a nearest neighbor model based on a novel dissimilarity for images; discusses a novel kernel for (visual) word histograms, as well as several kernels based on a pyramid representation; introduces an approach based on string kernels for native language identification; contains links for downloading relevant open source code.

Handbook Of Pattern Recognition And Computer Vision (5th Edition)

Author : Chi Hau Chen
Publisher : World Scientific
ISBN 13 : 9814656542
Total Pages : 582 pages
Book Rating : 4.8/5 (146 download)

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Book Synopsis Handbook Of Pattern Recognition And Computer Vision (5th Edition) by : Chi Hau Chen

Download or read book Handbook Of Pattern Recognition And Computer Vision (5th Edition) written by Chi Hau Chen and published by World Scientific. This book was released on 2015-12-15 with total page 582 pages. Available in PDF, EPUB and Kindle. Book excerpt: Pattern recognition, image processing and computer vision are closely linked areas which have seen enormous progress in the last fifty years. Their applications in our daily life, commerce and industry are growing even more rapidly than theoretical advances. Hence, the need for a new handbook in pattern recognition and computer vision every five or six years as envisioned in 1990 is fully justified and valid.The book consists of three parts: (1) Pattern recognition methods and applications; (2) Computer vision and image processing; and (3) Systems, architecture and technology. This book is intended to capture the major developments in pattern recognition and computer vision though it is impossible to cover all topics.The chapters are written by experts from many countries, fully reflecting the strong international research interests in the areas. This fifth edition will complement the previous four editions of the book.

Computer Vision – ACCV 2018

Author : C. V. Jawahar
Publisher : Springer
ISBN 13 : 3030208877
Total Pages : 722 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Computer Vision – ACCV 2018 by : C. V. Jawahar

Download or read book Computer Vision – ACCV 2018 written by C. V. Jawahar and published by Springer. This book was released on 2019-05-27 with total page 722 pages. Available in PDF, EPUB and Kindle. Book excerpt: The six volume set LNCS 11361-11366 constitutes the proceedings of the 14th Asian Conference on Computer Vision, ACCV 2018, held in Perth, Australia, in December 2018. The total of 274 contributions was carefully reviewed and selected from 979 submissions during two rounds of reviewing and improvement. The papers focus on motion and tracking, segmentation and grouping, image-based modeling, dep learning, object recognition object recognition, object detection and categorization, vision and language, video analysis and event recognition, face and gesture analysis, statistical methods and learning, performance evaluation, medical image analysis, document analysis, optimization methods, RGBD and depth camera processing, robotic vision, applications of computer vision.

Group and Crowd Behavior for Computer Vision

Author : Vittorio Murino
Publisher : Academic Press
ISBN 13 : 0128092807
Total Pages : 440 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Group and Crowd Behavior for Computer Vision by : Vittorio Murino

Download or read book Group and Crowd Behavior for Computer Vision written by Vittorio Murino and published by Academic Press. This book was released on 2017-04-18 with total page 440 pages. Available in PDF, EPUB and Kindle. Book excerpt: Group and Crowd Behavior for Computer Vision provides a multidisciplinary perspective on how to solve the problem of group and crowd analysis and modeling, combining insights from the social sciences with technological ideas in computer vision and pattern recognition. The book answers many unresolved issues in group and crowd behavior, with Part One providing an introduction to the problems of analyzing groups and crowds that stresses that they should not be considered as completely diverse entities, but as an aggregation of people. Part Two focuses on features and representations with the aim of recognizing the presence of groups and crowds in image and video data. It discusses low level processing methods to individuate when and where a group or crowd is placed in the scene, spanning from the use of people detectors toward more ad-hoc strategies to individuate group and crowd formations. Part Three discusses methods for analyzing the behavior of groups and the crowd once they have been detected, showing how to extract semantic information, predicting/tracking the movement of a group, the formation or disaggregation of a group/crowd and the identification of different kinds of groups/crowds depending on their behavior. The final section focuses on identifying and promoting datasets for group/crowd analysis and modeling, presenting and discussing metrics for evaluating the pros and cons of the various models and methods. This book gives computer vision researcher techniques for segmentation and grouping, tracking and reasoning for solving group and crowd modeling and analysis, as well as more general problems in computer vision and machine learning. Presents the first book to cover the topic of modeling and analysis of groups in computer vision Discusses the topics of group and crowd modeling from a cross-disciplinary perspective, using social science anthropological theories translated into computer vision algorithms Focuses on group and crowd analysis metrics Discusses real industrial systems dealing with the problem of analyzing groups and crowds

Color in Computer Vision

Author : Theo Gevers
Publisher : John Wiley & Sons
ISBN 13 : 1118350065
Total Pages : 315 pages
Book Rating : 4.1/5 (183 download)

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Book Synopsis Color in Computer Vision by : Theo Gevers

Download or read book Color in Computer Vision written by Theo Gevers and published by John Wiley & Sons. This book was released on 2012-08-14 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: While the field of computer vision drives many of today’s digital technologies and communication networks, the topic of color has emerged only recently in most computer vision applications. One of the most extensive works to date on color in computer vision, this book provides a complete set of tools for working with color in the field of image understanding. Based on the authors’ intense collaboration for more than a decade and drawing on the latest thinking in the field of computer science, the book integrates topics from color science and computer vision, clearly linking theories, techniques, machine learning, and applications. The fundamental basics, sample applications, and downloadable versions of the software and data sets are also included. Clear, thorough, and practical, Color in Computer Vision explains: Computer vision, including color-driven algorithms and quantitative results of various state-of-the-art methods Color science topics such as color systems, color reflection mechanisms, color invariance, and color constancy Digital image processing, including edge detection, feature extraction, image segmentation, and image transformations Signal processing techniques for the development of both image processing and machine learning Robotics and artificial intelligence, including such topics as supervised learning and classifiers for object and scene categorization Researchers and professionals in computer science, computer vision, color science, electrical engineering, and signal processing will learn how to implement color in computer vision applications and gain insight into future developments in this dynamic and expanding field.

Computer Vision – ECCV 2016 Workshops

Author : Gang Hua
Publisher : Springer
ISBN 13 : 3319466046
Total Pages : 930 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Computer Vision – ECCV 2016 Workshops by : Gang Hua

Download or read book Computer Vision – ECCV 2016 Workshops written by Gang Hua and published by Springer. This book was released on 2016-09-17 with total page 930 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.