Optimal Algorithms For Object Recognition With Occlusion In Scale Space

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Visual Object Recognition

Author : Kristen Grauman
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1598299689
Total Pages : 184 pages
Book Rating : 4.5/5 (982 download)

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Book Synopsis Visual Object Recognition by : Kristen Grauman

Download or read book Visual Object Recognition written by Kristen Grauman and published by Morgan & Claypool Publishers. This book was released on 2011 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: The visual recognition problem is central to computer vision research. From robotics to information retrieval, many desired applications demand the ability to identify and localize categories, places, and objects. This tutorial overviews computer vision algorithms for visual object recognition and image classification. We introduce primary representations and learning approaches, with an emphasis on recent advances in the field. The target audience consists of researchers or students working in AI, robotics, or vision who would like to understand what methods and representations are available for these problems. This lecture summarizes what is and isn't possible to do reliably today, and overviews key concepts that could be employed in systems requiring visual categorization. Table of Contents: Introduction / Overview: Recognition of Specific Objects / Local Features: Detection and Description / Matching Local Features / Geometric Verification of Matched Features / Example Systems: Specific-Object Recognition / Overview: Recognition of Generic Object Categories / Representations for Object Categories / Generic Object Detection: Finding and Scoring Candidates / Learning Generic Object Category Models / Example Systems: Generic Object Recognition / Other Considerations and Current Challenges / Conclusions

Curvature Scale Space Representation: Theory, Applications, and MPEG-7 Standardization

Author : F. Mokhtarian
Publisher : Springer Science & Business Media
ISBN 13 : 9401703434
Total Pages : 444 pages
Book Rating : 4.4/5 (17 download)

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Book Synopsis Curvature Scale Space Representation: Theory, Applications, and MPEG-7 Standardization by : F. Mokhtarian

Download or read book Curvature Scale Space Representation: Theory, Applications, and MPEG-7 Standardization written by F. Mokhtarian and published by Springer Science & Business Media. This book was released on 2013-11-11 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt: MPEG-7 is the first international standard which contains a number of key techniques from Computer Vision and Image Processing. The Curvature Scale Space technique was selected as a contour shape descriptor for MPEG-7 after substantial and comprehensive testing, which demonstrated the superior performance of the CSS-based descriptor. Curvature Scale Space Representation: Theory, Applications, and MPEG-7 Standardization is based on key publications on the CSS technique, as well as its multiple applications and generalizations. The goal was to ensure that the reader will have access to the most fundamental results concerning the CSS method in one volume. These results have been categorized into a number of chapters to reflect their focus as well as content. The book also includes a chapter on the development of the CSS technique within MPEG standardization, including details of the MPEG-7 testing and evaluation processes which led to the selection of the CSS shape descriptor for the standard. The book can be used as a supplementary textbook by any university or institution offering courses in computer and information science.

Scale Space

Author : Fouad Sabry
Publisher : One Billion Knowledgeable
ISBN 13 :
Total Pages : 108 pages
Book Rating : 4.:/5 (661 download)

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Book Synopsis Scale Space by : Fouad Sabry

Download or read book Scale Space written by Fouad Sabry and published by One Billion Knowledgeable. This book was released on 2024-05-13 with total page 108 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is Scale Space Scale-space theory is a framework for multi-scale signal representation developed by the computer vision, image processing and signal processing communities with complementary motivations from physics and biological vision. It is a formal theory for handling image structures at different scales, by representing an image as a one-parameter family of smoothed images, the scale-space representation, parametrized by the size of the smoothing kernel used for suppressing fine-scale structures. The parameter in this family is referred to as the scale parameter, with the interpretation that image structures of spatial size smaller than about have largely been smoothed away in the scale-space level at scale . How you will benefit (I) Insights, and validations about the following topics: Chapter 1: Scale Space Chapter 2: Edge detection Chapter 3: Gaussian blur Chapter 4: Difference of Gaussians Chapter 5: Scale-invariant feature transform Chapter 6: Multi-scale approaches Chapter 7: Structure tensor Chapter 8: Pyramid (image processing) Chapter 9: Anisotropic diffusion Chapter 10: Gabor filter (II) Answering the public top questions about scale space. (III) Real world examples for the usage of scale space in many fields. Who this book is for Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of Scale Space.

Image Databases and Multi-media Search

Author : Arnold W. M. Smeulders
Publisher : World Scientific
ISBN 13 : 9789810233273
Total Pages : 334 pages
Book Rating : 4.2/5 (332 download)

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Book Synopsis Image Databases and Multi-media Search by : Arnold W. M. Smeulders

Download or read book Image Databases and Multi-media Search written by Arnold W. M. Smeulders and published by World Scientific. This book was released on 1997 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: The World Wide Web and the Internet are signs things will be very different in the future. And what is so striking about this computer-age future is that it comes incredibly fast and is incredibly overwhelming. Anyone who has surfed the Web has exclaimed at one point or another that there is so much information available, so much to search and so much to keep up with. Where Lycos and Alta Vista are already accepted tools for textual information, image databases and multimedia search engines are the natural answers in the quest for pictorial information. This book provides a state-of-the-art description of that field. It contains the proceedings of a valuable workshop in Amsterdam, where people gathered to discuss the progress in the field. The topics cover computational methods of searching for pictures, the powerful pictorial clues in the recognition of objects, storage and indexing of objects in a database, and, ways to access the requested pictorial information.

Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2017

Author : Aboul Ella Hassanien
Publisher : Springer
ISBN 13 : 3319648616
Total Pages : 932 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2017 by : Aboul Ella Hassanien

Download or read book Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2017 written by Aboul Ella Hassanien and published by Springer. This book was released on 2017-08-30 with total page 932 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers the proceedings of the 3rd International Conference on Advanced Intelligent Systems and Informatics 2017 (AISI2017), which took place in Cairo, Egypt from September 9 to 11, 2017. This international and interdisciplinary conference, which highlighted essential research and developments in the field of informatics and intelligent systems, was organized by the Scientific Research Group in Egypt (SRGE). The book’s content is divided into five main sections: Intelligent Language Processing, Intelligent Systems, Intelligent Robotics Systems, Informatics, and the Internet of Things.

Representations and Techniques for 3D Object Recognition and Scene Interpretation

Author : Derek Hoiem
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1608457281
Total Pages : 172 pages
Book Rating : 4.6/5 (84 download)

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Book Synopsis Representations and Techniques for 3D Object Recognition and Scene Interpretation by : Derek Hoiem

Download or read book Representations and Techniques for 3D Object Recognition and Scene Interpretation written by Derek Hoiem and published by Morgan & Claypool Publishers. This book was released on 2011 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: One of the grand challenges of artificial intelligence is to enable computers to interpret 3D scenes and objects from imagery. This book organizes and introduces major concepts in 3D scene and object representation and inference from still images, with a focus on recent efforts to fuse models of geometry and perspective with statistical machine learning. The book is organized into three sections: (1) Interpretation of Physical Space; (2) Recognition of 3D Objects; and (3) Integrated 3D Scene Interpretation. The first discusses representations of spatial layout and techniques to interpret physical scenes from images. The second section introduces representations for 3D object categories that account for the intrinsically 3D nature of objects and provide robustness to change in viewpoints. The third section discusses strategies to unite inference of scene geometry and object pose and identity into a coherent scene interpretation. Each section broadly surveys important ideas from cognitive science and artificial intelligence research, organizes and discusses key concepts and techniques from recent work in computer vision, and describes a few sample approaches in detail. Newcomers to computer vision will benefit from introductions to basic concepts, such as single-view geometry and image classification, while experts and novices alike may find inspiration from the book's organization and discussion of the most recent ideas in 3D scene understanding and 3D object recognition. Specific topics include: mathematics of perspective geometry; visual elements of the physical scene, structural 3D scene representations; techniques and features for image and region categorization; historical perspective, computational models, and datasets and machine learning techniques for 3D object recognition; inferences of geometrical attributes of objects, such as size and pose; and probabilistic and feature-passing approaches for contextual reasoning about 3D objects and scenes. Table of Contents: Background on 3D Scene Models / Single-view Geometry / Modeling the Physical Scene / Categorizing Images and Regions / Examples of 3D Scene Interpretation / Background on 3D Recognition / Modeling 3D Objects / Recognizing and Understanding 3D Objects / Examples of 2D 1/2 Layout Models / Reasoning about Objects and Scenes / Cascades of Classifiers / Conclusion and Future Directions

Computer Vision: Concepts, Methodologies, Tools, and Applications

Author : Management Association, Information Resources
Publisher : IGI Global
ISBN 13 : 1522552057
Total Pages : 2494 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Computer Vision: Concepts, Methodologies, Tools, and Applications by : Management Association, Information Resources

Download or read book Computer Vision: Concepts, Methodologies, Tools, and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2018-02-02 with total page 2494 pages. Available in PDF, EPUB and Kindle. Book excerpt: The fields of computer vision and image processing are constantly evolving as new research and applications in these areas emerge. Staying abreast of the most up-to-date developments in this field is necessary in order to promote further research and apply these developments in real-world settings. Computer Vision: Concepts, Methodologies, Tools, and Applications is an innovative reference source for the latest academic material on development of computers for gaining understanding about videos and digital images. Highlighting a range of topics, such as computational models, machine learning, and image processing, this multi-volume book is ideally designed for academicians, technology professionals, students, and researchers interested in uncovering the latest innovations in the field.

New Approaches for Multidimensional Signal Processing

Author : Roumen Kountchev
Publisher : Springer Nature
ISBN 13 : 9813346760
Total Pages : 268 pages
Book Rating : 4.8/5 (133 download)

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Book Synopsis New Approaches for Multidimensional Signal Processing by : Roumen Kountchev

Download or read book New Approaches for Multidimensional Signal Processing written by Roumen Kountchev and published by Springer Nature. This book was released on 2021-04-20 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a collection of papers presented at the International Workshop on New Approaches for Multidimensional Signal Processing (NAMSP 2020), held at Technical University of Sofia, Sofia, Bulgaria, during 09–11 July 2020. The book covers research papers in the field of N-dimensional multicomponent image processing, multidimensional image representation and super-resolution, 3D image processing and reconstruction, MD computer vision systems, multidimensional multimedia systems, neural networks for MD image processing, data-based MD image retrieval and knowledge data mining, watermarking, hiding and encryption of MD images, MD image processing in robot systems, tensor-based data processing, 3D and multi-view visualization, forensic analysis systems for MD images and many more.

Evolutionary Multi-Criterion Optimization

Author : Shigeru Obayashi
Publisher : Springer
ISBN 13 : 3540709282
Total Pages : 972 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Evolutionary Multi-Criterion Optimization by : Shigeru Obayashi

Download or read book Evolutionary Multi-Criterion Optimization written by Shigeru Obayashi and published by Springer. This book was released on 2007-05-20 with total page 972 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 4th International Conference on Evolutionary Multi-Criterion Optimization, EMO 2007, held in Matsushima, Japan in March 2007. The 65 revised full papers presented together with 4 invited papers are organized in topical sections on algorithm design, algorithm improvements, alternative methods, applications, engineering design, many objectives, objective handling, and performance assessments.

Computer Vision -- ACCV 2009

Author : Hongbin Zha
Publisher : Springer Science & Business Media
ISBN 13 : 3642123031
Total Pages : 742 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Computer Vision -- ACCV 2009 by : Hongbin Zha

Download or read book Computer Vision -- ACCV 2009 written by Hongbin Zha and published by Springer Science & Business Media. This book was released on 2010-04-23 with total page 742 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Energy Minimization Methods in Computer Vision and Pattern Recognition

Author : Anand Rangarajan
Publisher : Springer
ISBN 13 : 3540320989
Total Pages : 671 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Energy Minimization Methods in Computer Vision and Pattern Recognition by : Anand Rangarajan

Download or read book Energy Minimization Methods in Computer Vision and Pattern Recognition written by Anand Rangarajan and published by Springer. This book was released on 2005-10-19 with total page 671 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 5th International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition, EMMCVPR 2005, held in St. Augustine, FL, USA in November 2005. The 24 revised full papers and 18 poster papers presented were carefully reviewed and selected from 120 submissions. The papers are organized in topical sections on probabilistic and informational approaches, combinatorial approaches, variational approaches, and other approaches and applications.

International Conference on Innovative Computing and Communications

Author : Deepak Gupta
Publisher : Springer Nature
ISBN 13 : 9811928215
Total Pages : 793 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis International Conference on Innovative Computing and Communications by : Deepak Gupta

Download or read book International Conference on Innovative Computing and Communications written by Deepak Gupta and published by Springer Nature. This book was released on 2022-09-26 with total page 793 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes high-quality research papers presented at the Fifth International Conference on Innovative Computing and Communication (ICICC 2022), which is held at the Shaheed Sukhdev College of Business Studies, University of Delhi, Delhi, India, on February 19–20, 2022. Introducing the innovative works of scientists, professors, research scholars, students and industrial experts in the field of computing and communication, the book promotes the transformation of fundamental research into institutional and industrialized research and the conversion of applied exploration into real-time applications.

Recent Trends in Computational Intelligence Enabled Research

Author : Siddhartha Bhattacharyya
Publisher : Academic Press
ISBN 13 : 0323851797
Total Pages : 420 pages
Book Rating : 4.3/5 (238 download)

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Book Synopsis Recent Trends in Computational Intelligence Enabled Research by : Siddhartha Bhattacharyya

Download or read book Recent Trends in Computational Intelligence Enabled Research written by Siddhartha Bhattacharyya and published by Academic Press. This book was released on 2021-07-31 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: The field of computational intelligence has grown tremendously over that past five years, thanks to evolving soft computing and artificial intelligent methodologies, tools and techniques for envisaging the essence of intelligence embedded in real life observations. Consequently, scientists have been able to explain and understand real life processes and practices which previously often remain unexplored by virtue of their underlying imprecision, uncertainties and redundancies, and the unavailability of appropriate methods for describing the incompleteness and vagueness of information represented. With the advent of the field of computational intelligence, researchers are now able to explore and unearth the intelligence, otherwise insurmountable, embedded in the systems under consideration. Computational Intelligence is now not limited to only specific computational fields, it has made inroads in signal processing, smart manufacturing, predictive control, robot navigation, smart cities, and sensor design to name a few. Recent Trends in Computational Intelligence Enabled Research: Theoretical Foundations and Applications explores the use of this computational paradigm across a wide range of applied domains which handle meaningful information. Chapters investigate a broad spectrum of the applications of computational intelligence across different platforms and disciplines, expanding our knowledge base of various research initiatives in this direction. This volume aims to bring together researchers, engineers, developers and practitioners from academia and industry working in all major areas and interdisciplinary areas of computational intelligence, communication systems, computer networks, and soft computing. - Provides insights into the theory, algorithms, implementation, and application of computational intelligence techniques - Covers a wide range of applications of deep learning across various domains which are researching the applications of computational intelligence - Investigates novel techniques and reviews the state-of-the-art in the areas of machine learning, computer vision, soft computing techniques

Computer Vision - ECCV 2008

Author : David Forsyth
Publisher : Springer
ISBN 13 : 3540886885
Total Pages : 869 pages
Book Rating : 4.5/5 (48 download)

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Book Synopsis Computer Vision - ECCV 2008 by : David Forsyth

Download or read book Computer Vision - ECCV 2008 written by David Forsyth and published by Springer. This book was released on 2008-10-14 with total page 869 pages. Available in PDF, EPUB and Kindle. Book excerpt: The four-volume set comprising LNCS volumes 5302/5303/5304/5305 constitutes the refereed proceedings of the 10th European Conference on Computer Vision, ECCV 2008, held in Marseille, France, in October 2008. The 243 revised papers presented were carefully reviewed and selected from a total of 871 papers submitted. The four books cover the entire range of current issues in computer vision. The papers are organized in topical sections on recognition, stereo, people and face recognition, object tracking, matching, learning and features, MRFs, segmentation, computational photography and active reconstruction.

Scale Invariant Feature Transform

Author : Fouad Sabry
Publisher : One Billion Knowledgeable
ISBN 13 :
Total Pages : 119 pages
Book Rating : 4.:/5 (661 download)

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Book Synopsis Scale Invariant Feature Transform by : Fouad Sabry

Download or read book Scale Invariant Feature Transform written by Fouad Sabry and published by One Billion Knowledgeable. This book was released on 2024-04-30 with total page 119 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is Scale Invariant Feature Transform SIFT, which stands for scale-invariant feature transform, is a method for computer vision that was developed by David Lowe in 1999. Its purpose is to identify, describe, and coincide with local features in images. Object recognition, robotic mapping and navigation, picture stitching, three-dimensional modeling, gesture recognition, video tracking, individual identification of wildlife, and match moving are some of the applications that can be used. How you will benefit (I) Insights, and validations about the following topics: Chapter 1: Scale-invariant feature transform Chapter 2: Edge detection Chapter 3: Scale space Chapter 4: Gaussian blur Chapter 5: Feature (computer vision) Chapter 6: Corner detection Chapter 7: Affine shape adaptation Chapter 8: Hessian affine region detector Chapter 9: Principal curvature-based region detector Chapter 10: Oriented FAST and rotated BRIEF (II) Answering the public top questions about scale invariant feature transform. (III) Real world examples for the usage of scale invariant feature transform in many fields. Who this book is for Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of Scale Invariant Feature Transform.

Blob Detection

Author : Fouad Sabry
Publisher : One Billion Knowledgeable
ISBN 13 :
Total Pages : 137 pages
Book Rating : 4.:/5 (661 download)

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Book Synopsis Blob Detection by : Fouad Sabry

Download or read book Blob Detection written by Fouad Sabry and published by One Billion Knowledgeable. This book was released on 2024-05-01 with total page 137 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is Blob Detection In the field of computer vision, blob detection algorithms are designed to identify areas within a digital image that are distinct from the regions that surround them in terms of characteristics such as brightness or color characteristics. In a more casual sense, a blob is a region of a picture in which certain qualities remain constant or almost constant. All of the points that make up a blob might be considered to be comparable to one another in some way. The use of convolution is the method that is utilized the most frequently for blob detection. How you will benefit (I) Insights, and validations about the following topics: Chapter 1: Blob detection Chapter 2: Edge detection Chapter 3: Canny edge detector Chapter 4: Scale-invariant feature transform Chapter 5: Scale space Chapter 6: Feature (computer vision) Chapter 7: Difference of Gaussians Chapter 8: Corner detection Chapter 9: Ridge detection Chapter 10: Scale-invariant feature operator (II) Answering the public top questions about blob detection. (III) Real world examples for the usage of blob detection in many fields. Who this book is for Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of Blob Detection.

Handbook of Machine and Computer Vision

Author : Alexander Hornberg
Publisher : John Wiley & Sons
ISBN 13 : 3527413391
Total Pages : 868 pages
Book Rating : 4.5/5 (274 download)

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Book Synopsis Handbook of Machine and Computer Vision by : Alexander Hornberg

Download or read book Handbook of Machine and Computer Vision written by Alexander Hornberg and published by John Wiley & Sons. This book was released on 2017-06-19 with total page 868 pages. Available in PDF, EPUB and Kindle. Book excerpt: The second edition of this accepted reference work has been updated to reflect the rapid developments in the field and now covers both 2D and 3D imaging. Written by expert practitioners from leading companies operating in machine vision, this one-stop handbook guides readers through all aspects of image acquisition and image processing, including optics, electronics and software. The authors approach the subject in terms of industrial applications, elucidating such topics as illumination and camera calibration. Initial chapters concentrate on the latest hardware aspects, ranging from lenses and camera systems to camera-computer interfaces, with the software necessary discussed to an equal depth in later sections. These include digital image basics as well as image analysis and image processing. The book concludes with extended coverage of industrial applications in optics and electronics, backed by case studies and design strategies for the conception of complete machine vision systems. As a result, readers are not only able to understand the latest systems, but also to plan and evaluate this technology. With more than 500 images and tables to illustrate relevant principles and steps.