Advent Projet, Algorithms for Vidio Object Detection and Segmentation with Application to Content-based Multimedia Systems

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ISBN 13 :
Total Pages : 163 pages
Book Rating : 4.:/5 (754 download)

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Book Synopsis Advent Projet, Algorithms for Vidio Object Detection and Segmentation with Application to Content-based Multimedia Systems by : Huitao Luo (Ph. D.)

Download or read book Advent Projet, Algorithms for Vidio Object Detection and Segmentation with Application to Content-based Multimedia Systems written by Huitao Luo (Ph. D.) and published by . This book was released on 2000 with total page 163 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Semantic Video Object Segmentation for Content-Based Multimedia Applications

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Publisher : Springer Science & Business Media
ISBN 13 : 1461515033
Total Pages : 118 pages
Book Rating : 4.4/5 (615 download)

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Book Synopsis Semantic Video Object Segmentation for Content-Based Multimedia Applications by : Ju Guo

Download or read book Semantic Video Object Segmentation for Content-Based Multimedia Applications written by Ju Guo and published by Springer Science & Business Media. This book was released on 2013-03-14 with total page 118 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Video Object Extraction and Representation

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Publisher : Springer Science & Business Media
ISBN 13 : 0306470373
Total Pages : 184 pages
Book Rating : 4.3/5 (64 download)

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Book Synopsis Video Object Extraction and Representation by : I-Jong Lin

Download or read book Video Object Extraction and Representation written by I-Jong Lin and published by Springer Science & Business Media. This book was released on 2005-11-30 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: “If you have built castles in the air, your work need not be lost; that is where they should be. Now put the foundations under them. ” - Henry David Thoreau, Walden Although engineering is a study entrenched firmly in belief of pr- matism, I have always believed its impact need not be limited to pr- matism. Pragmatism is not the boundaries that define engineering, just the (sometimes unforgiving) rules by which we sight our goals. This book studies two major problems of content-based video proce- ing for a media-based technology: Video Object Plane (VOP) Extr- tion and Representation, in support of the MPEG-4 and MPEG-7 video standards, respectively. After reviewing relevant image and video p- cessing techniques, we introduce the concept of Voronoi Ordered Spaces for both VOP extraction and representation to integrate shape infor- tion into low-level optimization algorithms and to derive robust shape descriptors, respectively. We implement a video object segmentation system with a novel surface optimization scheme that integrates Voronoi Ordered Spaces with existing techniques to balance visual information against predictions of models of a priori information. With these VOPs, we have explicit forms of video objects that give users the ability to - dress and manipulate video content. We outline a general methodology of robust data representation and comparison through the concept of complex partitioning mapped onto Directed Acyclic Graphs (DAGs).

Performance Evaluation Software

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Publisher : Springer Science & Business Media
ISBN 13 : 1461465346
Total Pages : 84 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Performance Evaluation Software by : Bahadir Karasulu

Download or read book Performance Evaluation Software written by Bahadir Karasulu and published by Springer Science & Business Media. This book was released on 2013-03-25 with total page 84 pages. Available in PDF, EPUB and Kindle. Book excerpt: Performance Evaluation Software: Moving Object Detection and Tracking in Videos introduces a software approach for the real-time evaluation and performance comparison of the methods specializing in moving object detection and/or tracking (D&T) in video processing. Digital video content analysis is an important item for multimedia content-based indexing (MCBI), content-based video retrieval (CBVR) and visual surveillance systems. There are some frequently-used generic algorithms for video object D&T in the literature, such as Background Subtraction (BS), Continuously Adaptive Mean-shift (CMS), Optical Flow (OF), etc. An important problem for performance evaluation is the absence of any stable and flexible software for comparison of different algorithms. In this frame, we have designed and implemented the software for comparing and evaluating the well-known video object D&T algorithms on the same platform. This software is able to compare them with the same metrics in real-time and on the same platform. It also works as an automatic and/or semi-automatic test environment in real-time, which uses the image and video processing essentials, e.g. morphological operations and filters, and ground-truth (GT) XML data files, charting/plotting capabilities, etc. Along with the comprehensive literature survey of the abovementioned video object D&T algorithms, this book also covers the technical details of our performance benchmark software as well as a case study on people D&T for the functionality of the software.

Digital Media Processing for Multimedia Interactive Services

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Publisher : World Scientific
ISBN 13 : 9789812704337
Total Pages : 618 pages
Book Rating : 4.7/5 (43 download)

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Book Synopsis Digital Media Processing for Multimedia Interactive Services by : Ebroul Izquierdo

Download or read book Digital Media Processing for Multimedia Interactive Services written by Ebroul Izquierdo and published by World Scientific. This book was released on 2003 with total page 618 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains papers describing state-of-the-art technology for advanced multimedia systems. It presents applications in broadcasting, copyright protection of multimedia content, image indexing and retrieval, and other topics related to computer vision.The proceedings have been selected for coverage in: OCo Index to Scientific & Technical Proceedings- (ISTP- / ISI Proceedings)OCo Index to Scientific & Technical Proceedings (ISTP CDROM version / ISI Proceedings)"

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.

Automatic Object Detection in Video Sequences for Application in Multimedia Content Analysis and Driver Assistance Systems

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ISBN 13 : 9783832236090
Total Pages : 198 pages
Book Rating : 4.2/5 (36 download)

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Book Synopsis Automatic Object Detection in Video Sequences for Application in Multimedia Content Analysis and Driver Assistance Systems by : Michael Höynck

Download or read book Automatic Object Detection in Video Sequences for Application in Multimedia Content Analysis and Driver Assistance Systems written by Michael Höynck and published by . This book was released on 2005 with total page 198 pages. Available in PDF, EPUB and Kindle. Book excerpt:

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.

Object Detection by Stereo Vision Images

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Publisher : John Wiley & Sons
ISBN 13 : 1119842190
Total Pages : 293 pages
Book Rating : 4.1/5 (198 download)

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Book Synopsis Object Detection by Stereo Vision Images by : R. Arokia Priya

Download or read book Object Detection by Stereo Vision Images written by R. Arokia Priya and published by John Wiley & Sons. This book was released on 2022-09-14 with total page 293 pages. Available in PDF, EPUB and Kindle. Book excerpt: OBJECT DETECTION BY STEREO VISION IMAGES Since both theoretical and practical aspects of the developments in this field of research are explored, including recent state-of-the-art technologies and research opportunities in the area of object detection, this book will act as a good reference for practitioners, students, and researchers. Current state-of-the-art technologies have opened up new opportunities in research in the areas of object detection and recognition of digital images and videos, robotics, neural networks, machine learning, stereo vision matching algorithms, soft computing, customer prediction, social media analysis, recommendation systems, and stereo vision. This book has been designed to provide directions for those interested in researching and developing intelligent applications to detect an object and estimate depth. In addition to focusing on the performance of the system using high-performance computing techniques, a technical overview of certain tools, languages, libraries, frameworks, and APIs for developing applications is also given. More specifically, detection using stereo vision images/video from its developmental stage up till today, its possible applications, and general research problems relating to it are covered. Also presented are techniques and algorithms that satisfy the peculiar needs of stereo vision images along with emerging research opportunities through analysis of modern techniques being applied to intelligent systems. Audience Researchers in information technology looking at robotics, deep learning, machine learning, big data analytics, neural networks, pattern & data mining, and image and object recognition. Industrial sectors include automotive electronics, security and surveillance systems, and online retailers.

Semantic Video Object Segmentation for Content-based Multimedia Application

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ISBN 13 :
Total Pages : 192 pages
Book Rating : 4.:/5 (456 download)

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Book Synopsis Semantic Video Object Segmentation for Content-based Multimedia Application by : Ju Guo

Download or read book Semantic Video Object Segmentation for Content-based Multimedia Application written by Ju Guo and published by . This book was released on 1999 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Video Object Segmentation

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Publisher : Springer Nature
ISBN 13 : 3031446569
Total Pages : 194 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Video Object Segmentation by : Ning Xu

Download or read book Video Object Segmentation written by Ning Xu and published by Springer Nature. This book was released on with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Content-based Digital Video Processing

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ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (89 download)

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Book Synopsis Content-based Digital Video Processing by : Juan Chen

Download or read book Content-based Digital Video Processing written by Juan Chen and published by . This book was released on 2009 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent research approaches in semantics based video content analysis require shot boundary detection as the first step to divide video sequences into sections. Furthermore, with the advances in networking and computing capability, efficient retrieval of multimedia data has become an important issue. Content-based retrieval technologies have been widely implemented to protect intellectual property rights (IPR). In addition, automatic recognition of highlights from videos is a fundamental and challenging problem for content-based indexing and retrieval applications. In this thesis, a paradigm is proposed to segment, retrieve and interpret digital videos. Five algorithms are presented to solve the video segmentation task. Firstly, a simple shot cut detection algorithm is designed for real-time implementation. Secondly, a systematic method is proposed for shot detection using content-based rules and FSM (finite state machine). Thirdly, the shot detection is implemented using local and global indicators. Fourthly, a context awareness approach is proposed to detect shot boundaries. Fifthly, a fuzzy logic method is implemented for shot detection. Furthermore, a novel analysis approach is presented for the detection of video copies. It is robust to complicated distortions and capable of locating the copy of segments inside original videos. Then, iv objects and events are extracted from MPEG Sequences for Video Highlights Indexing and Retrieval. Finally, a human fighting detection algorithm is proposed for movie annotation.

Video Text Detection

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Publisher : Springer
ISBN 13 : 1447165152
Total Pages : 272 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Video Text Detection by : Tong Lu

Download or read book Video Text Detection written by Tong Lu and published by Springer. This book was released on 2014-07-23 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a systematic introduction to the latest developments in video text detection. Opening with a discussion of the underlying theory and a brief history of video text detection, the text proceeds to cover pre-processing and post-processing techniques, character segmentation and recognition, identification of non-English scripts, techniques for multi-modal analysis and performance evaluation. The detection of text from both natural video scenes and artificially inserted captions is examined. Various applications of the technology are also reviewed, from license plate recognition and road navigation assistance, to sports analysis and video advertising systems. Features: explains the fundamental theory in a succinct manner, supplemented with references for further reading; highlights practical techniques to help the reader understand and develop their own video text detection systems and applications; serves as an easy-to-navigate reference, presenting the material in self-contained chapters.

Storage and Retrieval for Still Image and Video Databases

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Publisher :
ISBN 13 :
Total Pages : 762 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Storage and Retrieval for Still Image and Video Databases by :

Download or read book Storage and Retrieval for Still Image and Video Databases written by and published by . This book was released on 1999 with total page 762 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Improving Object Detection and Segmentation by Utilizing Context

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Publisher :
ISBN 13 :
Total Pages : 135 pages
Book Rating : 4.:/5 (12 download)

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Book Synopsis Improving Object Detection and Segmentation by Utilizing Context by : Subarna Tripathi

Download or read book Improving Object Detection and Segmentation by Utilizing Context written by Subarna Tripathi and published by . This book was released on 2018 with total page 135 pages. Available in PDF, EPUB and Kindle. Book excerpt: Object detection and segmentation are important computer vision problems that have applications in several domains such as autonomous driving, virtual and augmented reality systems, human-computer interaction etc. In this dissertation, we study how to improve object detection and segmentation by utilizing different contexts. Context refers to one of many application scenarios such as (i) video frames for consistent prediction over time, (ii) specific domain knowledge such as human keypoints for person segmentation, and (iii) implementation context aiming for efficiency in embedded systems. Temporal Context of Videos: Video data understanding has drawn considerable interest in recent times as a result of access to huge amount of video data and success in image-based models for visual tasks. However, motion blur, compression artifacts cause apparently consistent video signals to produce high temporal variation on frame-level output for vision tasks such as object detection or semantic segmentation. We study and propose efficient early, and high-level visual processing algorithms by leveraging video content in a streaming fashion. We show how to fuse motion and color to achieve improved streaming hierarchical supervoxels. As a high-level visual task, we propose consistent and efficient video object detection using Convolutional Neural Network (CNN) by clustering video object proposals and propagating object class labels through the videos. Next, we propose an end-to-end framework for learning video object detection through Recurrent Neural Network (RNN) by posing video as a time series. We also present a post-processing framework for improving semantic segmentation in videos. Domain Knowledge Context for Segmentation: Person instance segmentation is a promising research frontier for a range of applications such as human-robot interaction, sports performance analysis, and action recognition. Human keypoints are a well-studied representation of people. We explore how to use keypoint models to improve instance-level person segmentation in constrained and unconstrained environments with or without training. Efficiency Context for Embedded Implementation: To make an object detector system amenable for embedded implementation, we propose a low-complexity fully convolutional neural network. Additionally, we employ 8-bit quantization on the learned weights. As a mobile use case, we choose face detection. The results show that the proposed method achieves comparative accuracy comparing with the state-of-the-art CNN-based object detection methods while reducing the model size by 3x and memory-BW by 3-4x comparing with its strongest baseline.

Segmentation and Structuring of Video Documents for Indexing Applications

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ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (863 download)

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Book Synopsis Segmentation and Structuring of Video Documents for Indexing Applications by : Ruxandra Georgina Tapu

Download or read book Segmentation and Structuring of Video Documents for Indexing Applications written by Ruxandra Georgina Tapu and published by . This book was released on 2012 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent advances in telecommunications, collaborated with the development of image and video processing and acquisition devices has lead to a spectacular growth of the amount of the visual content data stored, transmitted and exchanged over Internet. Within this context, elaborating efficient tools to access, browse and retrieve video content has become a crucial challenge. In Chapter 2 we introduce and validate a novel shot boundary detection algorithm able to identify abrupt and gradual transitions. The technique is based on an enhanced graph partition model, combined with a multi-resolution analysis and a non-linear filtering operation. The global computational complexity is reduced by implementing a two-pass approach strategy. In Chapter 3 the video abstraction problem is considered. In our case, we have developed a keyframe representation system that extracts a variable number of images from each detected shot, depending on the visual content variation. The Chapter 4 deals with the issue of high level semantic segmentation into scenes. Here, a novel scene/DVD chapter detection method is introduced and validated. Spatio-temporal coherent shots are clustered into the same scene based on a set of temporal constraints, adaptive thresholds and neutralized shots. Chapter 5 considers the issue of object detection and segmentation. Here we introduce a novel spatio-temporal visual saliency system based on: region contrast, interest points correspondence, geometric transforms, motion classes' estimation and regions temporal consistency. The proposed technique is extended on 3D videos by representing the stereoscopic perception as a 2D video and its associated depth.

Object-based Video

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ISBN 13 :
Total Pages : 388 pages
Book Rating : 4.:/5 (847 download)

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Book Synopsis Object-based Video by : Xiaodong Cai

Download or read book Object-based Video written by Xiaodong Cai and published by . This book was released on 2008 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: