Video Segmentation and Its Applications

Video Segmentation and Its Applications PDF Author: King Ngi Ngan
Publisher: Springer Science & Business Media
ISBN: 1441994823
Category : Technology & Engineering
Languages : en
Pages : 173

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Book Description
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.

Video Segmentation and Its Applications

Video Segmentation and Its Applications PDF Author: King Ngi Ngan
Publisher: Springer Science & Business Media
ISBN: 1441994823
Category : Technology & Engineering
Languages : en
Pages : 173

Get Book

Book Description
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.

Video Object Segmentation

Video Object Segmentation PDF Author: Ning Xu
Publisher: Springer Nature
ISBN: 3031446569
Category :
Languages : en
Pages : 194

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Book Description


Advances in Image and Video Segmentation

Advances in Image and Video Segmentation PDF Author: Zhang, Yu-Jin
Publisher: IGI Global
ISBN: 1591407559
Category : Technology & Engineering
Languages : en
Pages : 472

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Book Description
"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.

Semantic Video Object Segmentation for Content-Based Multimedia Applications

Semantic Video Object Segmentation for Content-Based Multimedia Applications PDF Author: Ju Guo
Publisher: Springer Science & Business Media
ISBN: 1461515033
Category : Computers
Languages : en
Pages : 118

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Book Description
Semantic Video Object Segmentation for Content-Based Multimedia Applications provides a thorough review of state-of-the-art techniques as well as describing several novel ideas and algorithms for semantic object extraction from image sequences. Semantic object extraction is an essential element in content-based multimedia services, such as the newly developed MPEG4 and MPEG7 standards. An interactive system called SIVOG (Smart Interactive Video Object Generation) is presented, which converts user's semantic input into a form that can be conveniently integrated with low-level video processing. Thus, high-level semantic information and low-level video features are integrated seamlessly into a smart segmentation system. A region and temporal adaptive algorithm was further proposed to improve the efficiency of the SIVOG system so that it is feasible to achieve nearly real-time video object segmentation with robust and accurate performances. Also included is an examination of the shape coding problem and the object segmentation problem simultaneously. Semantic Video Object Segmentation for Content-Based Multimedia Applications will be of great interest to research scientists and graduate-level students working in the area of content-based multimedia representation and applications and its related fields.

Introduction to Video and Image Processing

Introduction to Video and Image Processing PDF Author: Thomas B. Moeslund
Publisher: Springer Science & Business Media
ISBN: 1447125029
Category : Computers
Languages : en
Pages : 228

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Book Description
This textbook presents the fundamental concepts and methods for understanding and working with images and video in an unique, easy-to-read style which ensures the material is accessible to a wide audience. Exploring more than just the basics of image processing, the text provides a specific focus on the practical design and implementation of real systems for processing video data. Features: includes more than 100 exercises, as well as C-code snippets of the key algorithms; covers topics on image acquisition, color images, point processing, neighborhood processing, morphology, BLOB analysis, segmentation in video, tracking, geometric transformation, and visual effects; requires only a minimal understanding of mathematics; presents two chapters dedicated to applications; provides a guide to defining suitable values for parameters in video and image processing systems, and to conversion between the RGB color representation and the HIS, HSV and YUV/YCbCr color representations.

Computational Science and Its Applications - ICCSA 2006

Computational Science and Its Applications - ICCSA 2006 PDF Author: Osvaldo Gervasi
Publisher: Springer
ISBN: 3540340785
Category : Computers
Languages : en
Pages : 1217

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Book Description
The five-volume set LNCS 3980-3984 constitutes the refereed proceedings of the International Conference on Computational Science and Its Applications, ICCSA 2006. The volumes present a total of 664 papers organized according to the five major conference themes: computational methods, algorithms and applications high performance technical computing and networks advanced and emerging applications geometric modelling, graphics and visualization information systems and information technologies. This is Part IV.

Computational Science and Its Applications - ICCSA 2003

Computational Science and Its Applications - ICCSA 2003 PDF Author: Vipin Kumar
Publisher: Springer Science & Business Media
ISBN: 3540401555
Category : Computers
Languages : en
Pages : 1093

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Book Description
The three-volume set, LNCS 2667, LNCS 2668, and LNCS 2669, constitutes the refereed proceedings of the International Conference on Computational Science and Its Applications, ICCSA 2003, held in Montreal, Canada, in May 2003. The three volumes present more than 300 papers and span the whole range of computational science from foundational issues in computer science and mathematics to advanced applications in virtually all sciences making use of computational techniques. The proceedings give a unique account of recent results in computational science.

Practical Machine Learning for Computer Vision

Practical Machine Learning for Computer Vision PDF Author: Valliappa Lakshmanan
Publisher: "O'Reilly Media, Inc."
ISBN: 1098102339
Category : Computers
Languages : en
Pages : 481

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Book Description
This practical book shows you how to employ machine learning models to extract information from images. ML engineers and data scientists will learn how to solve a variety of image problems including classification, object detection, autoencoders, image generation, counting, and captioning with proven ML techniques. This book provides a great introduction to end-to-end deep learning: dataset creation, data preprocessing, model design, model training, evaluation, deployment, and interpretability. Google engineers Valliappa Lakshmanan, Martin Görner, and Ryan Gillard show you how to develop accurate and explainable computer vision ML models and put them into large-scale production using robust ML architecture in a flexible and maintainable way. You'll learn how to design, train, evaluate, and predict with models written in TensorFlow or Keras. You'll learn how to: Design ML architecture for computer vision tasks Select a model (such as ResNet, SqueezeNet, or EfficientNet) appropriate to your task Create an end-to-end ML pipeline to train, evaluate, deploy, and explain your model Preprocess images for data augmentation and to support learnability Incorporate explainability and responsible AI best practices Deploy image models as web services or on edge devices Monitor and manage ML models

Deep Learning in Object Recognition, Detection, and Segmentation

Deep Learning in Object Recognition, Detection, and Segmentation PDF Author: Xiaogang Wang
Publisher: Foundations and Trends (R) in Signal Processing
ISBN: 9781680831160
Category :
Languages : en
Pages : 186

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Book Description
Deep Learning in Object Recognition, Detection, and Segmentation provides a comprehensive introductory overview of a topic that is having major impact on many areas of research in signal processing, computer vision, and machine learning.

Innovations in Intelligent Image Analysis

Innovations in Intelligent Image Analysis PDF Author: Halina Kwasnicka
Publisher: Springer Science & Business Media
ISBN: 3642179339
Category : Computers
Languages : en
Pages : 329

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Book Description
This book presents an introduction to new and important research in the images processing and analysis area. It is hoped that this book will be useful for scientists and students involved in many aspects of image analysis. The book does not attempt to cover all of the aspects of Computer Vision, but the chapters do present some state of the art examples.