Low Rank Models in Visual Analysis

Written By Zhouchen Lin
Low Rank Models in Visual Analysis
  • Publsiher : Academic Press
  • Release : 06 June 2017
  • ISBN : 0128127325
  • Pages : 260 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Low Rank Models in Visual Analysis written by Zhouchen Lin which was release on 06 June 2017, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Low-Rank Models in Visual Analysis: Theories, Algorithms, and Applications presents the state-of-the-art on low-rank models and their application to visual analysis. It provides insight into the ideas behind the models and their algorithms, giving details of their formulation and deduction. The main applications included are video denoising, background modeling, image alignment and rectification, motion segmentation, image segmentation and image saliency detection. Readers will learn which Low-rank models are highly useful in practice (both linear and nonlinear models), how to solve low-rank models efficiently, and how to apply low-rank models to real problems. Presents a self-contained, up-to-date introduction that covers underlying theory, algorithms and the state-of-the-art in current applications Provides a full and clear explanation of the theory behind the models Includes detailed proofs in the appendices

Low Rank Models in Visual Analysis

Low Rank Models in Visual Analysis
  • Author : Zhouchen Lin,Hongyang Zhang
  • Publisher : Academic Press
  • Release Date : 2017-06-06
  • Total pages : 260
  • ISBN : 0128127325
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Summary : Low-Rank Models in Visual Analysis: Theories, Algorithms, and Applications presents the state-of-the-art on low-rank models and their application to visual analysis. It provides insight into the ideas behind the models and their algorithms, giving details of their formulation and deduction. The main applications included are video denoising, background modeling, image ...

Low Rank and Sparse Modeling for Visual Analysis

Low Rank and Sparse Modeling for Visual Analysis
  • Author : Yun Fu
  • Publisher : Springer
  • Release Date : 2014-10-30
  • Total pages : 236
  • ISBN : 0128127325
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Summary : This book provides a view of low-rank and sparse computing, especially approximation, recovery, representation, scaling, coding, embedding and learning among unconstrained visual data. The book includes chapters covering multiple emerging topics in this new field. It links multiple popular research fields in Human-Centered Computing, Social Media, Image Classification, Pattern Recognition, ...

Deep Learning through Sparse and Low Rank Modeling

Deep Learning through Sparse and Low Rank Modeling
  • Author : Zhangyang Wang,Yun Fu,Thomas S. Huang
  • Publisher : Academic Press
  • Release Date : 2019-04-11
  • Total pages : 296
  • ISBN : 0128127325
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Summary : Deep Learning through Sparse Representation and Low-Rank Modeling bridges classical sparse and low rank models—those that emphasize problem-specific Interpretability—with recent deep network models that have enabled a larger learning capacity and better utilization of Big Data. It shows how the toolkit of deep learning is closely tied with ...

Low Rank Approximation

Low Rank Approximation
  • Author : Ivan Markovsky
  • Publisher : Springer
  • Release Date : 2018-08-03
  • Total pages : 272
  • ISBN : 0128127325
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Summary : This book is a comprehensive exposition of the theory, algorithms, and applications of structured low-rank approximation. Local optimization methods and effective suboptimal convex relaxations for Toeplitz, Hankel, and Sylvester structured problems are presented. A major part of the text is devoted to application of the theory with a range of ...

Vision Models for High Dynamic Range and Wide Colour Gamut Imaging

Vision Models for High Dynamic Range and Wide Colour Gamut Imaging
  • Author : Marcelo Bertalmío
  • Publisher : Academic Press
  • Release Date : 2019-11-06
  • Total pages : 324
  • ISBN : 0128127325
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Summary : To enhance the overall viewing experience (for cinema, TV, games, AR/VR) the media industry is continuously striving to improve image quality. Currently the emphasis is on High Dynamic Range (HDR) and Wide Colour Gamut (WCG) technologies, which yield images with greater contrast and more vivid colours. The uptake of ...

Computer Vision for Microscopy Image Analysis

Computer Vision for Microscopy Image Analysis
  • Author : Mei Chen
  • Publisher : Academic Press
  • Release Date : 2020-12-01
  • Total pages : 228
  • ISBN : 0128127325
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Summary : Are you a computer scientist working on image analysis? Are you a biologist seeking tools to process the microscopy data from image-based experiments? Computer Vision for Microscopy Image Analysis provides a comprehensive and in-depth discussion of modern computer vision techniques, in particular deep learning, for microscopy image analysis that will ...

Spectral Geometry of Shapes

Spectral Geometry of Shapes
  • Author : Jing Hua,Zichun Zhong
  • Publisher : Academic Press
  • Release Date : 2020-01-15
  • Total pages : 195
  • ISBN : 0128127325
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Summary : Spectral Geometry of Shapes presents unique shape analysis approaches based on shape spectrum in differential geometry. It provides insights on how to develop geometry-based methods for 3D shape analysis. The book is an ideal learning resource for graduate students and researchers in computer science, computer engineering and applied mathematics who ...

Probabilistic Graphical Models for Computer Vision

Probabilistic Graphical Models for Computer Vision
  • Author : Qiang Ji
  • Publisher : Academic Press
  • Release Date : 2019-11
  • Total pages : 294
  • ISBN : 0128127325
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Summary : Probabilistic Graphical Models for Computer Vision introduces probabilistic graphical models (PGMs) for computer vision problems and teaches how to develop the PGM model from training data. This book discusses PGMs and their significance in the context of solving computer vision problems, giving the basic concepts, definitions and properties. It also ...

Intelligence Science and Big Data Engineering Visual Data Engineering

Intelligence Science and Big Data Engineering  Visual Data Engineering
  • Author : Zhen Cui,Jinshan Pan,Shanshan Zhang,Liang Xiao,Jian Yang
  • Publisher : Springer Nature
  • Release Date : 2019-11-28
  • Total pages : 577
  • ISBN : 0128127325
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Summary : The two volumes LNCS 11935 and 11936 constitute the proceedings of the 9th International Conference on Intelligence Science and Big Data Engineering, IScIDE 2019, held in Nanjing, China, in October 2019. The 84 full papers presented were carefully reviewed and selected from 252 submissions.The papers are organized in two parts: visual data engineering; and big ...

Multimodal Behavior Analysis in the Wild

Multimodal Behavior Analysis in the Wild
  • Author : Xavier Alameda-Pineda,Elisa Ricci,Nicu Sebe
  • Publisher : Academic Press
  • Release Date : 2018-11-13
  • Total pages : 498
  • ISBN : 0128127325
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Summary : Multimodal Behavioral Analysis in the Wild: Advances and Challenges presents the state-of- the-art in behavioral signal processing using different data modalities, with a special focus on identifying the strengths and limitations of current technologies. The book focuses on audio and video modalities, while also emphasizing emerging modalities, such as accelerometer ...

Statistical Shape and Deformation Analysis

Statistical Shape and Deformation Analysis
  • Author : Guoyan Zheng,Shuo Li,Gabor Szekely
  • Publisher : Academic Press
  • Release Date : 2017-03-23
  • Total pages : 508
  • ISBN : 0128127325
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Summary : Statistical Shape and Deformation Analysis: Methods, Implementation and Applications contributes enormously to solving different problems in patient care and physical anthropology, ranging from improved automatic registration and segmentation in medical image computing to the study of genetics, evolution and comparative form in physical anthropology and biology. This book gives a ...

Cardiovascular and Coronary Artery Imaging

Cardiovascular and Coronary Artery Imaging
  • Author : Ayman S. El-Baz,Jasjit S. Suri
  • Publisher : Academic Press
  • Release Date : 2021-11-24
  • Total pages : 358
  • ISBN : 0128127325
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Summary : Cardiovascular and Coronary Artery Imaging, Volume One covers state-of-the-art approaches for automated non-invasive systems in early cardiovascular disease diagnosis. The book includes several prominent imaging modalities, such as MRI, CT and PET technologies. A special emphasis is placed on automated imaging analysis techniques, which are important to biomedical imaging analysis ...

Group and Crowd Behavior for Computer Vision

Group and Crowd Behavior for Computer Vision
  • Author : Vittorio Murino,Marco Cristani,Shishir Shah,Silvio Savarese
  • Publisher : Academic Press
  • Release Date : 2017-04-18
  • Total pages : 438
  • ISBN : 0128127325
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Summary : 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, ...

Skeletonization

Skeletonization
  • Author : Punam K Saha,Gunilla Borgefors,Gabriella Sanniti di Baja
  • Publisher : Academic Press
  • Release Date : 2017-06-06
  • Total pages : 412
  • ISBN : 0128127325
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Summary : Skeletonization: Theory, Methods and Applications is a comprehensive reference on skeletonization, written by the world’s leading researchers in the field. The book presents theory, methods, algorithms and their evaluation, together with applications. Skeletonization is used in many image processing and computer vision applications such as shape recognition and analysis, ...

Computer Vision for Assistive Healthcare

Computer Vision for Assistive Healthcare
  • Author : Leo Marco,Giovanni Maria Farinella
  • Publisher : Academic Press
  • Release Date : 2018-05-15
  • Total pages : 396
  • ISBN : 0128127325
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Summary : Computer Vision for Assistive Healthcare describes how advanced computer vision techniques provide tools to support common human needs, such as mental functioning, personal mobility, sensory functions, daily living activities, image processing, pattern recognition, machine learning and how language processing and computer graphics cooperate with robotics to provide such tools. Users ...