Introduction To Visual Computing

Author : Aditi Majumder,M. Gopi
Publisher : CRC Press
Page : 376 pages
File Size : 43,7 Mb
Release : 2018-01-31
Category : Computers
ISBN : 9781482244922

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Introduction to Visual Computing by Aditi Majumder,M. Gopi Pdf

Introduction to Visual Computing: Core Concepts in Computer Vision, Graphics, and Image Processing covers the fundamental concepts of visual computing. Whereas past books have treated these concepts within the context of specific fields such as computer graphics, computer vision or image processing, this book offers a unified view of these core concepts, thereby providing a unified treatment of computational and mathematical methods for creating, capturing, analyzing and manipulating visual data (e.g. 2D images, 3D models). Fundamentals covered in the book include convolution, Fourier transform, filters, geometric transformations, epipolar geometry, 3D reconstruction, color and the image synthesis pipeline. The book is organized in four parts. The first part provides an exposure to different kinds of visual data (e.g. 2D images, videos and 3D geometry) and the core mathematical techniques that are required for their processing (e.g. interpolation and linear regression.) The second part of the book on Image Based Visual Computing deals with several fundamental techniques to process 2D images (e.g. convolution, spectral analysis and feature detection) and corresponds to the low level retinal image processing that happens in the eye in the human visual system pathway. The next part of the book on Geometric Visual Computing deals with the fundamental techniques used to combine the geometric information from multiple eyes creating a 3D interpretation of the object and world around us (e.g. transformations, projective and epipolar geometry, and 3D reconstruction). This corresponds to the higher level processing that happens in the brain combining information from both the eyes thereby helping us to navigate through the 3D world around us. The last two parts of the book cover Radiometric Visual Computing and Visual Content Synthesis. These parts focus on the fundamental techniques for processing information arising from the interaction of light with objects around us, as well as the fundamentals of creating virtual computer generated worlds that mimic all the processing presented in the prior sections. The book is written for a 16 week long semester course and can be used for both undergraduate and graduate teaching, as well as a reference for professionals.

Author : Markus Groß
Publisher : Springer Science & Business Media
Page : 345 pages
File Size : 55,8 Mb
Release : 2012-12-06
Category : Computers
ISBN : 9783642850233

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Visual Computing by Markus Groß Pdf

Advances in computing and communications have brought about an increasing demand for visual information. Visual Computing addresses the principles behind "visual technology", and provides readers with a good understanding of how the integration of Computer Graphics, Visual Perception and Imaging is achieved. Included in the book is an overview of important research areas within this integration which will be useful for further work in the field. Foundations of visual perception and psychophysics are presented as well as basic methods of imaging and computer vision. This book serves as an excellent reference and textbook for those who wish to apply or study "visual computing technology."

Author : Manas Kamal Bhuyan
Publisher : CRC Press
Page : 442 pages
File Size : 42,8 Mb
Release : 2019-11-05
Category : Computers
ISBN : 9781351248389

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Computer Vision and Image Processing by Manas Kamal Bhuyan Pdf

The book familiarizes readers with fundamental concepts and issues related to computer vision and major approaches that address them. The focus of the book is on image acquisition and image formation models, radiometric models of image formation, image formation in the camera, image processing concepts, concept of feature extraction and feature selection for pattern classification/recognition, and advanced concepts like object classification, object tracking, image-based rendering, and image registration. Intended to be a companion to a typical teaching course on computer vision, the book takes a problem-solving approach.

Author : Frank Nielsen
Publisher : Unknown
Page : 560 pages
File Size : 47,5 Mb
Release : 2005
Category : Computers
ISBN : 1584504277

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Visual Computing by Frank Nielsen Pdf

From the Foreword by Professor Leonidas J. Guibas "Geometry, graphics, and vision all deal in some form with the shape of objects, their motions, as well as the transport of light and its interactions with objects. This book clearly shows how much they have in common and the kinds of synergies that occur when a common core of material is presented in a way that both serves and is enriched by all three disciplines. This book truly establishes bridges where they make the most impact: early on in a student's education. The book can also benefit graduate students and researchers across all parts of computer science that deal with modeling or interacting with the physical world. The material is methodically organized, the exposition is rigorous yet well-motivated with plenty of instructive examples." Visual Computing: Geometry, Graphics, and Vision is a concise introduction to common notions, methodologies, data structures, and algorithmic techniques arising in the mature fields of computer graphics, vision, and computational geometry. The central goal of the book is to provide a global and unified view of the rich interdisciplinary visual computing field. The book is written for undergraduate students and game development and graphics professionals. Lecturers in computer graphics and vision will also find it complementary and valuable. The book aims at broadening and fostering readers' knowledge of essential 3D techniques by providing a sizeable overall picture and describing essential concepts. Throughout the book, appropriate real world applications are covered to illustrate uses and generate interest in adjacent fields. The book also provides concise C++ code for common tasks that will be of interest to a broad audience of practitioners.

Author : Bernhard Preim,Charl P Botha
Publisher : Newnes
Page : 836 pages
File Size : 50,6 Mb
Release : 2013-11-07
Category : Computers
ISBN : 9780124159792

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Visual Computing for Medicine by Bernhard Preim,Charl P Botha Pdf

Visual Computing for Medicine, Second Edition, offers cutting-edge visualization techniques and their applications in medical diagnosis, education, and treatment. The book includes algorithms, applications, and ideas on achieving reliability of results and clinical evaluation of the techniques covered. Preim and Botha illustrate visualization techniques from research, but also cover the information required to solve practical clinical problems. They base the book on several years of combined teaching and research experience. This new edition includes six new chapters on treatment planning, guidance and training; an updated appendix on software support for visual computing for medicine; and a new global structure that better classifies and explains the major lines of work in the field. Complete guide to visual computing in medicine, fully revamped and updated with new developments in the field Illustrated in full color Includes a companion website offering additional content for professors, source code, algorithms, tutorials, videos, exercises, lessons, and more

Author : Hassan Ugail
Publisher : CRC Press
Page : 144 pages
File Size : 41,6 Mb
Release : 2022-07-07
Category : Computers
ISBN : 9781000625455

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Deep Learning in Visual Computing by Hassan Ugail Pdf

Deep learning is an artificially intelligent entity that teaches itself and can be utilized to make predictions. Deep learning mimics the human brain and provides learned solutions addressing many challenging problems in the area of visual computing. From object recognition to image classification for diagnostics, deep learning has shown the power of artificial deep neural networks in solving real world visual computing problems with super-human accuracy. The introduction of deep learning into the field of visual computing has meant to be the death of most of the traditional image processing and computer vision techniques. Today, deep learning is considered to be the most powerful, accurate, efficient and effective method with the potential to solve many of the most challenging problems in visual computing. This book provides an insight into deep machine learning and the challenges in visual computing to tackle the novel method of machine learning. It introduces readers to the world of deep neural network architectures with easy-to-understand explanations. From face recognition to image classification for diagnosis of cancer, the book provides unique examples of solved problems in applied visual computing using deep learning. Interested and enthusiastic readers of modern machine learning methods will find this book easy to follow. They will find it a handy guide for designing and implementing their own projects in the field of visual computing.

Author : T. Theoharis,Georgios Papaioannou,Nikolaos Platis,Nicholas M. Patrikalakis
Publisher : CRC Press
Page : 786 pages
File Size : 40,5 Mb
Release : 2008-05-30
Category : Computers
ISBN : 9781568812748

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Graphics and Visualization by T. Theoharis,Georgios Papaioannou,Nikolaos Platis,Nicholas M. Patrikalakis Pdf

This book is a comprehensive introduction to visual computing, dealing with the modeling and synthesis of visual data by means of computers. What sets this book apart from other computer graphics texts is the integrated coverage of computer graphics and visualization topics, including important techniques such as subdivision and multi-resolution modeling, scene graphs, shadow generation, ambient occlusion, and scalar and vector data visualization. Students and practitioners will benefit from the comprehensive coverage of the principles that are the basic tools of their trade, from fundamental computer graphics and classic visualization techniques to advanced topics.

Author : Tania Pouli,Erik Reinhard,Douglas W. Cunningham
Publisher : CRC Press
Page : 360 pages
File Size : 55,6 Mb
Release : 2013-12-13
Category : Computers
ISBN : 9781439874905

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Image Statistics in Visual Computing by Tania Pouli,Erik Reinhard,Douglas W. Cunningham Pdf

To achieve the complex task of interpreting what we see, our brains rely on statistical regularities and patterns in visual data. Knowledge of these regularities can also be considerably useful in visual computing disciplines, such as computer vision, computer graphics, and image processing. The field of natural image statistics studies the regular

Author : Justin Solomon
Publisher : CRC Press
Page : 400 pages
File Size : 40,6 Mb
Release : 2015-06-24
Category : Computers
ISBN : 9781482251890

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Numerical Algorithms by Justin Solomon Pdf

Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics presents a new approach to numerical analysis for modern computer scientists. Using examples from a broad base of computational tasks, including data processing, computational photography, and animation, the textbook introduces numerical modeling and algorithmic desig

Author : Ragav Venkatesan,Baoxin Li
Publisher : CRC Press
Page : 204 pages
File Size : 49,6 Mb
Release : 2017-10-23
Category : Computers
ISBN : 9781351650328

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Convolutional Neural Networks in Visual Computing by Ragav Venkatesan,Baoxin Li Pdf

This book covers the fundamentals in designing and deploying techniques using deep architectures. It is intended to serve as a beginner's guide to engineers or students who want to have a quick start on learning and/or building deep learning systems. This book provides a good theoretical and practical understanding and a complete toolkit of basic information and knowledge required to understand and build convolutional neural networks (CNN) from scratch. The book focuses explicitly on convolutional neural networks, filtering out other material that co-occur in many deep learning books on CNN topics.

Author : Simon J. D. Prince
Publisher : Cambridge University Press
Page : 599 pages
File Size : 50,9 Mb
Release : 2012-06-18
Category : Computers
ISBN : 9781107011793

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Computer Vision by Simon J. D. Prince Pdf

A modern treatment focusing on learning and inference, with minimal prerequisites, real-world examples and implementable algorithms.

Author : Kenneth Dawson-Howe
Publisher : John Wiley & Sons
Page : 240 pages
File Size : 46,5 Mb
Release : 2014-03-20
Category : Computers
ISBN : 9781118848739

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A Practical Introduction to Computer Vision with OpenCV by Kenneth Dawson-Howe Pdf

Explains the theory behind basic computer vision and providesa bridge from the theory to practical implementation using theindustry standard OpenCV libraries Computer Vision is a rapidly expanding area and it is becomingprogressively easier for developers to make use of this field dueto the ready availability of high quality libraries (such as OpenCV2). This text is intended to facilitate the practical use ofcomputer vision with the goal being to bridge the gap between thetheory and the practical implementation of computer vision. Thebook will explain how to use the relevant OpenCV library routinesand will be accompanied by a full working program including thecode snippets from the text. This textbook is a heavilyillustrated, practical introduction to an exciting field, theapplications of which are becoming almost ubiquitous. We arenow surrounded by cameras, for example cameras on computers &tablets/ cameras built into our mobile phones/ camerasin games consoles; cameras imaging difficult modalities (such asultrasound, X-ray, MRI) in hospitals, and surveillance cameras.This book is concerned with helping the next generation of computerdevelopers to make use of all these images in order to developsystems which are more intuitive and interact with us in moreintelligent ways. Explains the theory behind basic computer vision and provides abridge from the theory to practical implementation using theindustry standard OpenCV libraries Offers an introduction to computer vision, with enough theoryto make clear how the various algorithms work but with an emphasison practical programming issues Provides enough material for a one semester course in computervision at senior undergraduate and Masters levels Includes the basics of cameras and images and image processingto remove noise, before moving on to topics such as imagehistogramming; binary imaging; video processing to detect and modelmoving objects; geometric operations & camera models; edgedetection; features detection; recognition in images Contains a large number of vision application problems toprovide students with the opportunity to solve real problems.Images or videos for these problems are provided in the resourcesassociated with this book which include an enhanced eBook

Author : Ragav Venkatesan,Baoxin Li
Publisher : CRC Press
Page : 168 pages
File Size : 46,5 Mb
Release : 2017-10-23
Category : Computers
ISBN : 9781498770408

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Convolutional Neural Networks in Visual Computing by Ragav Venkatesan,Baoxin Li Pdf

This book covers the fundamentals in designing and deploying techniques using deep architectures. It is intended to serve as a beginner's guide to engineers or students who want to have a quick start on learning and/or building deep learning systems. This book provides a good theoretical and practical understanding and a complete toolkit of basic information and knowledge required to understand and build convolutional neural networks (CNN) from scratch. The book focuses explicitly on convolutional neural networks, filtering out other material that co-occur in many deep learning books on CNN topics.

Author : Reinhard Klette
Publisher : Springer Science & Business Media
Page : 429 pages
File Size : 52,8 Mb
Release : 2014-01-04
Category : Computers
ISBN : 9781447163206

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Concise Computer Vision by Reinhard Klette Pdf

This textbook provides an accessible general introduction to the essential topics in computer vision. Classroom-tested programming exercises and review questions are also supplied at the end of each chapter. Features: provides an introduction to the basic notation and mathematical concepts for describing an image and the key concepts for mapping an image into an image; explains the topologic and geometric basics for analysing image regions and distributions of image values and discusses identifying patterns in an image; introduces optic flow for representing dense motion and various topics in sparse motion analysis; describes special approaches for image binarization and segmentation of still images or video frames; examines the basic components of a computer vision system; reviews different techniques for vision-based 3D shape reconstruction; includes a discussion of stereo matchers and the phase-congruency model for image features; presents an introduction into classification and learning.

Author : Anonim
Publisher : Unknown
Page : 175 pages
File Size : 44,7 Mb
Release : 1995
Category : Computer graphics
ISBN : OCLC:226658018

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Visual Computing by Anonim Pdf