Image Co-segmentation

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Publisher : Springer Nature
ISBN 13 : 9811985707
Total Pages : 231 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Image Co-segmentation by : Avik Hati

Download or read book Image Co-segmentation written by Avik Hati and published by Springer Nature. This book was released on 2023-02-02 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents and analyzes methods to perform image co-segmentation. In this book, the authors describe efficient solutions to this problem ensuring robustness and accuracy, and provide theoretical analysis for the same. Six different methods for image co-segmentation are presented. These methods use concepts from statistical mode detection, subgraph matching, latent class graph, region growing, graph CNN, conditional encoder–decoder network, meta-learning, conditional variational encoder–decoder, and attention mechanisms. The authors have included several block diagrams and illustrative examples for the ease of readers. This book is a highly useful resource to researchers and academicians not only in the specific area of image co-segmentation but also in related areas of image processing, graph neural networks, statistical learning, and few-shot learning.

Interactive Co-segmentation of Objects in Image Collections

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Publisher : Springer Science & Business Media
ISBN 13 : 1461419158
Total Pages : 56 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Interactive Co-segmentation of Objects in Image Collections by : Dhruv Batra

Download or read book Interactive Co-segmentation of Objects in Image Collections written by Dhruv Batra and published by Springer Science & Business Media. This book was released on 2011-11-09 with total page 56 pages. Available in PDF, EPUB and Kindle. Book excerpt: The authors survey a recent technique in computer vision called Interactive Co-segmentation, which is the task of simultaneously extracting common foreground objects from multiple related images. They survey several of the algorithms, present underlying common ideas, and give an overview of applications of object co-segmentation.

From Image Co-segmentation to Discrete Optimization in Computer Vision - the Exploration on Graphical Model, Statistical Physics, Energy Minimization, and Integer Programming

Download From Image Co-segmentation to Discrete Optimization in Computer Vision - the Exploration on Graphical Model, Statistical Physics, Energy Minimization, and Integer Programming PDF Online Free

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (18 download)

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Book Synopsis From Image Co-segmentation to Discrete Optimization in Computer Vision - the Exploration on Graphical Model, Statistical Physics, Energy Minimization, and Integer Programming by : Huiguang Yang

Download or read book From Image Co-segmentation to Discrete Optimization in Computer Vision - the Exploration on Graphical Model, Statistical Physics, Energy Minimization, and Integer Programming written by Huiguang Yang and published by . This book was released on 2016 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Unsupervised Image Co-segmentation Based on Hierarchical Clustering

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (866 download)

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Book Synopsis Unsupervised Image Co-segmentation Based on Hierarchical Clustering by : 張芸菱

Download or read book Unsupervised Image Co-segmentation Based on Hierarchical Clustering written by 張芸菱 and published by . This book was released on 2013 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Computer Vision -- ECCV 2014

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Publisher : Springer
ISBN 13 : 9783319105833
Total Pages : 632 pages
Book Rating : 4.1/5 (58 download)

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Book Synopsis Computer Vision -- ECCV 2014 by : David Fleet

Download or read book Computer Vision -- ECCV 2014 written by David Fleet and published by Springer. This book was released on 2014-09-22 with total page 632 pages. Available in PDF, EPUB and Kindle. Book excerpt: The seven-volume set comprising LNCS volumes 8689-8695 constitutes the refereed proceedings of the 13th European Conference on Computer Vision, ECCV 2014, held in Zurich, Switzerland, in September 2014. The 363 revised papers presented were carefully reviewed and selected from 1444 submissions. The papers are organized in topical sections on tracking and activity recognition; recognition; learning and inference; structure from motion and feature matching; computational photography and low-level vision; vision; segmentation and saliency; context and 3D scenes; motion and 3D scene analysis; and poster sessions.

High-Order Models in Semantic Image Segmentation

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Publisher : Academic Press
ISBN 13 : 0128092297
Total Pages : 184 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis High-Order Models in Semantic Image Segmentation by : Ismail Ben Ayed

Download or read book High-Order Models in Semantic Image Segmentation written by Ismail Ben Ayed and published by Academic Press. This book was released on 2023-06-22 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: High-Order Models in Semantic Image Segmentation reviews recent developments in optimization-based methods for image segmentation, presenting several geometric and mathematical models that underlie a broad class of recent segmentation techniques. Focusing on impactful algorithms in the computer vision community in the last 10 years, the book includes sections on graph-theoretic and continuous relaxation techniques, which can compute globally optimal solutions for many problems. The book provides a practical and accessible introduction to these state-of -the-art segmentation techniques that is ideal for academics, industry researchers, and graduate students in computer vision, machine learning and medical imaging. Gives an intuitive and conceptual understanding of this mathematically involved subject by using a large number of graphical illustrations Provides the right amount of knowledge to apply sophisticated techniques for a wide range of new applications Contains numerous tables that compare different algorithms, facilitating the appropriate choice of algorithm for the intended application Presents an array of practical applications in computer vision and medical imaging Includes code for many of the algorithms that is available on the book’s companion website

RGB-D Image Analysis and Processing

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Publisher : Springer Nature
ISBN 13 : 3030286037
Total Pages : 524 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis RGB-D Image Analysis and Processing by : Paul L. Rosin

Download or read book RGB-D Image Analysis and Processing written by Paul L. Rosin and published by Springer Nature. This book was released on 2019-10-26 with total page 524 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the fundamentals and recent advances in RGB-D imaging as well as covering a range of RGB-D applications. The topics covered include: data acquisition, data quality assessment, filling holes, 3D reconstruction, SLAM, multiple depth camera systems, segmentation, object detection, salience detection, pose estimation, geometric modelling, fall detection, autonomous driving, motor rehabilitation therapy, people counting and cognitive service robots. The availability of cheap RGB-D sensors has led to an explosion over the last five years in the capture and application of colour plus depth data. The addition of depth data to regular RGB images vastly increases the range of applications, and has resulted in a demand for robust and real-time processing of RGB-D data. There remain many technical challenges, and RGB-D image processing is an ongoing research area. This book covers the full state of the art, and consists of a series of chapters by internationally renowned experts in the field. Each chapter is written so as to provide a detailed overview of that topic. RGB-D Image Analysis and Processing will enable both students and professional developers alike to quickly get up to speed with contemporary techniques, and apply RGB-D imaging in their own projects.

Video Object Co-Segmentation and Video Vectorization

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Publisher :
ISBN 13 : 9781361035900
Total Pages : pages
Book Rating : 4.0/5 (359 download)

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Book Synopsis Video Object Co-Segmentation and Video Vectorization by : Chuan Wang

Download or read book Video Object Co-Segmentation and Video Vectorization written by Chuan Wang and published by . This book was released on 2017-01-26 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This dissertation, "Video Object Co-segmentation and Video Vectorization" by Chuan, Wang, 王氚, was obtained from The University of Hong Kong (Pokfulam, Hong Kong) and is being sold pursuant to Creative Commons: Attribution 3.0 Hong Kong License. The content of this dissertation has not been altered in any way. We have altered the formatting in order to facilitate the ease of printing and reading of the dissertation. All rights not granted by the above license are retained by the author. Abstract: Video, as a rapidly growing multimedia data, has been increasingly affecting our life in expression communication and interactions with the outer world. Compared to traditional image or text, it has better ability to convey information due to its time-sequential nature which, however, makes it a challenging task to extract information from it or process it. To keep up with its rapid extension, the research community has endeavored to develop accompanying tools that assist users analyzing and processing videos. This thesis demonstrates two systems for video analysis and process, video object co-segmentation and video vectorization. In the system of video object co-segmentation, we address an issue of co-segmenting the common foreground object from a group of video sequences based on that multiple videos may share a common foreground object, such as a family member in home videos or a leading role in various clips of a movie or TV series. We propose a novel co-segmentation algorithm for video by taking full advantage of its appearance and motion features. Our algorithm is well-designed so that it can be differentiated from the algorithms for other forms of data, e.g. image or geometric shapes. We compare our method with the existing related works and our approach outperforms state-of-the-art methods. In the system of video vectorization, we study a vectorization method for videos. Vector-based graphical contents are being increasingly used in smartphones and computers, and becoming the main form of media on the Internet, demonstrated by the popularity of vectorized image editing tools such as Adobe Illustrator or CorelDraw. We realize that it would not work if simply applying existing image vectorization techniques to individual frames, because of the lack of consideration of temporal coherence between video frames that would cause unacceptable flickering. Consequently, we propose a method that treats the video as a spatial-temporal volume and uses 3D tetrahedral meshes for the vector-based representation. We present novel techniques for simplification and subdivision of a tetrahedral mesh to achieve high simplification ratio while preserving features and ensuring color fidelity. The proposed mesh simplification algorithm can be further applied to fast mesh generation for large-scale volumetric data with multiple labeled regions such as medical data. We also demonstrate the superiority of our approach by comparison with related works. DOI: 10.5353/th_b5570779 Subjects: Digital video

Advanced Concepts for Intelligent Vision Systems

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Publisher : Springer
ISBN 13 : 3030014495
Total Pages : 641 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Advanced Concepts for Intelligent Vision Systems by : Jacques Blanc-Talon

Download or read book Advanced Concepts for Intelligent Vision Systems written by Jacques Blanc-Talon and published by Springer. This book was released on 2018-09-24 with total page 641 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 19th International Conference on Advanced Concepts for Intelligent Vision Systems, ACIVS 2018, held in Poitiers, France, in September 2018. The 52 full papers presented in this volume were carefully reviewed and selected from 91 submissions. They were organized in topical sections named: video analysis; segmentation and classification; remote sending; biometrics; deep learning; coding and compression; and image restauration and reconstruction.

2018 IEEE Fourth International Conference on Multimedia Big Data (BigMM)

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Publisher :
ISBN 13 : 9781538653227
Total Pages : pages
Book Rating : 4.6/5 (532 download)

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Book Synopsis 2018 IEEE Fourth International Conference on Multimedia Big Data (BigMM) by : IEEE Staff

Download or read book 2018 IEEE Fourth International Conference on Multimedia Big Data (BigMM) written by IEEE Staff and published by . This book was released on 2018-09-13 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The conference solicits high quality original research papers in any aspect of multimedia big data Topics include, but are not limited to New theory and models for multimedia big data computing Ultra high efficiency compression, coding and transmission for multimedia big data Content analysis and mining for multimedia big data Semantic retrieval of multimedia big data Deep learning and cloud computing for multimedia big data Green computing for multimedia big data (e g, high efficiency storage) Security and privacy in multimedia big data Multimedia big data systems Novel and incentive applications of multimedia big data in various fields (e g, search, healthcare, transportation, retail)

Advances in Ubiquitous Networking

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Publisher : Springer
ISBN 13 : 9812879900
Total Pages : 563 pages
Book Rating : 4.8/5 (128 download)

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Book Synopsis Advances in Ubiquitous Networking by : Essaïd Sabir

Download or read book Advances in Ubiquitous Networking written by Essaïd Sabir and published by Springer. This book was released on 2016-02-02 with total page 563 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume publishes new trends and findings in hot topics related to ubiquitous computing/networking. It is the outcome of UNet - ainternational scientific event that took place on September 08-10, 2015, in the fascinating city of Casablanca, Morocco. UNet’15 is technically sponsored by IEEE Morocco Section and IEEE COMSOC Morocco Chapter.

Advances in Image and Video Segmentation

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Publisher : IGI Global
ISBN 13 : 1591407559
Total Pages : 472 pages
Book Rating : 4.5/5 (914 download)

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Book Synopsis Advances in Image and Video Segmentation by : Zhang, Yu-Jin

Download or read book Advances in Image and Video Segmentation written by Zhang, Yu-Jin and published by IGI Global. This book was released on 2006-05-31 with total page 472 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book attempts to bring together a selection of the latest results of state-of-the art research in image and video segmentation, one of the most critical tasks of image and video analysis that has the objective of extracting information (represented by data) from an image or a sequence of images (video)"--Provided by publisher.

Computer Vision -- ECCV 2014

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Publisher : Springer
ISBN 13 : 3319105841
Total Pages : 656 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Computer Vision -- ECCV 2014 by : David Fleet

Download or read book Computer Vision -- ECCV 2014 written by David Fleet and published by Springer. This book was released on 2014-08-14 with total page 656 pages. Available in PDF, EPUB and Kindle. Book excerpt: The seven-volume set comprising LNCS volumes 8689-8695 constitutes the refereed proceedings of the 13th European Conference on Computer Vision, ECCV 2014, held in Zurich, Switzerland, in September 2014. The 363 revised papers presented were carefully reviewed and selected from 1444 submissions. The papers are organized in topical sections on tracking and activity recognition; recognition; learning and inference; structure from motion and feature matching; computational photography and low-level vision; vision; segmentation and saliency; context and 3D scenes; motion and 3D scene analysis; and poster sessions.

Medical Image Recognition, Segmentation and Parsing

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Publisher : Academic Press
ISBN 13 : 0128026766
Total Pages : 548 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Medical Image Recognition, Segmentation and Parsing by : S. Kevin Zhou

Download or read book Medical Image Recognition, Segmentation and Parsing written by S. Kevin Zhou and published by Academic Press. This book was released on 2015-12-11 with total page 548 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes the technical problems and solutions for automatically recognizing and parsing a medical image into multiple objects, structures, or anatomies. It gives all the key methods, including state-of- the-art approaches based on machine learning, for recognizing or detecting, parsing or segmenting, a cohort of anatomical structures from a medical image. Written by top experts in Medical Imaging, this book is ideal for university researchers and industry practitioners in medical imaging who want a complete reference on key methods, algorithms and applications in medical image recognition, segmentation and parsing of multiple objects. Learn: Research challenges and problems in medical image recognition, segmentation and parsing of multiple objects Methods and theories for medical image recognition, segmentation and parsing of multiple objects Efficient and effective machine learning solutions based on big datasets Selected applications of medical image parsing using proven algorithms Provides a comprehensive overview of state-of-the-art research on medical image recognition, segmentation, and parsing of multiple objects Presents efficient and effective approaches based on machine learning paradigms to leverage the anatomical context in the medical images, best exemplified by large datasets Includes algorithms for recognizing and parsing of known anatomies for practical applications

A Summary of Image Segmentation Techniques

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Publisher :
ISBN 13 :
Total Pages : 18 pages
Book Rating : 4.:/5 (317 download)

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Book Synopsis A Summary of Image Segmentation Techniques by : Lilly Spirkovska

Download or read book A Summary of Image Segmentation Techniques written by Lilly Spirkovska and published by . This book was released on 1993 with total page 18 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Computer Vision -- ECCV 2014

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Publisher : Springer
ISBN 13 : 331910599X
Total Pages : 855 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Computer Vision -- ECCV 2014 by : David Fleet

Download or read book Computer Vision -- ECCV 2014 written by David Fleet and published by Springer. This book was released on 2014-08-14 with total page 855 pages. Available in PDF, EPUB and Kindle. Book excerpt: The seven-volume set comprising LNCS volumes 8689-8695 constitutes the refereed proceedings of the 13th European Conference on Computer Vision, ECCV 2014, held in Zurich, Switzerland, in September 2014. The 363 revised papers presented were carefully reviewed and selected from 1444 submissions. The papers are organized in topical sections on tracking and activity recognition; recognition; learning and inference; structure from motion and feature matching; computational photography and low-level vision; vision; segmentation and saliency; context and 3D scenes; motion and 3D scene analysis; and poster sessions.

Video Segmentation and Its Applications

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Publisher : Springer Science & Business Media
ISBN 13 : 1441994823
Total Pages : 173 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Video Segmentation and Its Applications by : King Ngi Ngan

Download or read book Video Segmentation and Its Applications written by King Ngi Ngan and published by Springer Science & Business Media. This book was released on 2011-05-10 with total page 173 pages. Available in PDF, EPUB and Kindle. Book excerpt: Video segmentation has become one of the core areas in visual signal processing research. The objective of Video Segmentation and Its Applications is to present the latest advances in video segmentation and analysis techniques while covering the theoretical approaches, real applications and methods being developed in the computer vision and video analysis community. The book will also provide researchers and practitioners a comprehensive understanding of state-of-the-art of video segmentation techniques and a resource for potential applications and successful practice.