• Title/Summary/Keyword: Multimedia data

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A Design and Implementation of Intelligent Image Retrieval System using Hybrid Image Metadata (혼합형 이미지 메타데이타를 이용한 지능적 이미지 검색 시스템 설계 및 구현)

  • 홍성용;나연묵
    • Journal of Korea Multimedia Society
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    • v.3 no.3
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    • pp.209-223
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    • 2000
  • As the importance and utilization of multimedia data increases, it becomes necessary to represent and manage multimedia data within database systems. In this paper, we designed and implemented an image retrieval system which support efficient management and intelligent retrieval of image data using concept hierarchy and data mining techniques. We stored the image information intelligently in databases using concept hierarchy. To support intelligent retrievals and efficient web services, our system automatically extracts and stores the user information, the user's query information, and the feature data of images. The proposed system integrates user metadata and image metadata to support various retrieval methods on image data.

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Development of Multimedia Annotation and Retrieval System using MPEG-7 based Semantic Metadata Model (MPEG-7 기반 의미적 메타데이터 모델을 이용한 멀티미디어 주석 및 검색 시스템의 개발)

  • An, Hyoung-Geun;Koh, Jae-Jin
    • The KIPS Transactions:PartD
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    • v.14D no.6
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    • pp.573-584
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    • 2007
  • As multimedia information recently increases fast, various types of retrieval of multimedia data are becoming issues of great importance. For the efficient multimedia data processing, semantics based retrieval techniques are required that can extract the meaning contents of multimedia data. Existing retrieval methods of multimedia data are annotation-based retrieval, feature-based retrieval and annotation and feature integration based retrieval. These systems take annotator a lot of efforts and time and we should perform complicated calculation for feature extraction. In addition. created data have shortcomings that we should go through static search that do not change. Also, user-friendly and semantic searching techniques are not supported. This paper proposes to develop S-MARS(Semantic Metadata-based Multimedia Annotation and Retrieval System) which can represent and extract multimedia data efficiently using MPEG-7. The system provides a graphical user interface for annotating, searching, and browsing multimedia data. It is implemented on the basis of the semantic metadata model to represent multimedia information. The semantic metadata about multimedia data is organized on the basis of multimedia description schema using XML schema that basically comply with the MPEG-7 standard. In conclusion. the proposed scheme can be easily implemented on any multimedia platforms supporting XML technology. It can be utilized to enable efficient semantic metadata sharing between systems, and it will contribute to improving the retrieval correctness and the user's satisfaction on embedding based multimedia retrieval algorithm method.

Analytical Review of Data Formats and Technological Standards for Multimedia Information (멀티미디어 정보 관련 기술과 표준안에 대한 고찰)

  • 유사라
    • Journal of the Korean Society for information Management
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    • v.13 no.2
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    • pp.39-71
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    • 1996
  • The goal of this paper is mainly to review and summarize the multimedia information formats and technical standards that have been applied so that library and information specialists can understand them systematically. The most fundamental differences between digital library and the classic one are specified by describing the general characteristics of hypermedia information environment. With the proprietary advantages of multimedia technology to digital library developments, the core technological standards (publicly available) of text and non-text data, including multimedia data, are reviewed. Finally, it describes some important and professional perspectives and roles of library practioners as well as researchers who are engaged with the innovation of digital library.

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Semi-supervised Cross-media Feature Learning via Efficient L2,q Norm

  • Zong, Zhikai;Han, Aili;Gong, Qing
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.13 no.3
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    • pp.1403-1417
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    • 2019
  • With the rapid growth of multimedia data, research on cross-media feature learning has significance in many applications, such as multimedia search and recommendation. Existing methods are sensitive to noise and edge information in multimedia data. In this paper, we propose a semi-supervised method for cross-media feature learning by means of $L_{2,q}$ norm to improve the performance of cross-media retrieval, which is more robust and efficient than the previous ones. In our method, noise and edge information have less effect on the results of cross-media retrieval and the dynamic patch information of multimedia data is employed to increase the accuracy of cross-media retrieval. Our method can reduce the interference of noise and edge information and achieve fast convergence. Extensive experiments on the XMedia dataset illustrate that our method has better performance than the state-of-the-art methods.

A study on searching image by cluster indexing and sequential I/O (연속적 I/O와 클러스터 인덱싱 구조를 이용한 이미지 데이타 검색 연구)

  • Kim, Jin-Ok;Hwang, Dae-Joon
    • The KIPS Transactions:PartD
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    • v.9D no.5
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    • pp.779-788
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    • 2002
  • There are many technically difficult issues in searching multimedia data such as image, video and audio because they are massive and more complex than simple text-based data. As a method of searching multimedia data, a similarity retrieval has been studied to retrieve automatically basic features of multimedia data and to make a search among data with retrieved features because exact match is not adaptable to a matrix of features of multimedia. In this paper, data clustering and its indexing are proposed as a speedy similarity-retrieval method of multimedia data. This approach clusters similar images on adjacent disk cylinders and then builds Indexes to access the clusters. To minimize the search cost, the hashing is adapted to index cluster. In addition, to reduce I/O time, the proposed searching takes just one I/O to look up the location of the cluster containing similar object and one sequential file I/O to read in this cluster. The proposed schema solves the problem of multi-dimension by using clustering and its indexing and has higher search efficiency than the content-based image retrieval that uses only clustering or indexing structure.

Proposal Ultra-fast Multimedia Optical Subscriber Access Network to Guarantee the same Performance Regardless of Data Rates using Optical Frequency Domain CDMA Method (데이터속도에 무관하게 동일 성능을 보장하는 광주파수영역 CDMA를 이용한 초고속 멀티미디어 광 가입자망의 제안)

  • Park, Sang-Jo;Kim, Bong-Kyu
    • The KIPS Transactions:PartC
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    • v.11C no.5
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    • pp.671-676
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    • 2004
  • In this paper, we propose ultra-fast multimedia optical subscriber access network using optical frequency domain CDMA method in order to access the multimedia with multiple data rates. We numerically analyze the effects of spectral power distortion in the light source for the optical CDMA system modified PN codes and FBG(Fiber Bragg Grating)s. In the proposed multiple-rate multimedia access optical networks, the performances such as BER(Bit Error Rate) are the same for all data regardless of data rates in the case of the same number of simultaneous ONU. In the proposed ultra-fast multimedia optical subscriber access network, the performances for all data are much more improved than those in the conventional system.

A Study on Adaptive Queue Management Algorithm Considering Characteristics of Multimedia Data (멀티미디어 데이터 특성을 고려한 동적 큐 관리 알고리즘 연구)

  • Kim, Ji-Won;Yun, Jeong-Hee;Jang, Eun-Mee;Choi, Sang-Bang
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.48 no.6
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    • pp.140-148
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    • 2011
  • Multimedia streaming service is susceptible to loss and delay of data as it requires high bandwidth and real time processing. Therefore QoS cannot be guaranteed due to data loss caused by heavy network traffic. To deal with these problems, a study on algorithm that can provide high quality multimedia service by considering both network congestion and characteristics of multimedia data is required. In this paper, we propose APQM algorithm which probabilistically removes packet by the congestion level of the queue in wireless station. The comparison with other existing scheduling algorithms shows tht congestion in the network is reduced and multimedia service quality of the proposed algorithm is improved.

Low-Power Data Cache Architecture and Microarchitecture-level Management Policy for Multimedia Application (멀티미디어 응용을 위한 저전력 데이터 캐쉬 구조 및 마이크로 아키텍쳐 수준 관리기법)

  • Yang Hoon-Mo;Kim Cheong-Gil;Park Gi-Ho;Kim Shin-Dug
    • The KIPS Transactions:PartA
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    • v.13A no.3 s.100
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    • pp.191-198
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    • 2006
  • Today's portable electric consumer devices, which are operated by battery, tend to integrate more multimedia processing capabilities. In the multimedia processing devices, multimedia system-on-chips can handle specific algorithms which need intensive processing capabilities and significant power consumption. As a result, the power-efficiency of multimedia processing devices becomes important increasingly. In this paper, we propose a reconfigurable data caching architecture, in which data allocation is constrained by software support, and evaluate its performance and power efficiency. Comparing with conventional cache architectures, power consumption can be reduced significantly, while miss rate of the proposed architecture is very similar to that of the conventional caches. The reduction of power consumption for the reconfigurable data cache architecture shows 33.2%, 53.3%, and 70.4%, when compared with direct-mapped, 2-way, and 4-way caches respectively.

A Study on Integrated Media using MAF for Photo Album (사진앨범을 위한 MAF 기반 통합 미디어에 관한 연구)

  • Cho, Jun Ho;Yang, Seungji;Jin, Sung Ho;Ro, Yong Man;Kim, Sang-Kyun
    • Journal of Broadcast Engineering
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    • v.10 no.3
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    • pp.436-450
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    • 2005
  • In this paper we propose an integrated media format for a photo album including media resources and corresponding meta-data The main purpose of the integrated media is to be more reusable meta-data and to facilitate constructing a photo album from a large number of photo images as well. The proposed media format is based on MAF(multimedia Application Format) which is recently going on progress in MPEG standards. In this paper, we propose the integrated media consisting of JPEG data and content-based meta-data based on MPEG-7 MDS. We verified the usefulness of the proposed media through experiments with implementation of encoder and photo MAF player for the MAF-based media format.

Resource Allocation Algorithm for Differentiated Multimedia Services Using Came Theory (게임이론을 이용한 멀티미디어 서비스의 차별적 자원 할당 알고리즘)

  • Shin, Kwang-Sup;Jung, Jae-Yoon;Suh, Doug-Young;Kang, Suk-Ho
    • Journal of the Korean Operations Research and Management Science Society
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    • v.34 no.1
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    • pp.39-59
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    • 2009
  • Game theory is adapted to a variety of domains such as economics, biology, engineering, political science, computer science, and philosophy in order to analyze economic behaviors. This research is an application of game theory to wireless communication. In particular, in terms of bargaining game we dealt with a multimedia resource allocation problem in wireless communication, which is rapidly spreading such as Wibro, WCDML, IPTV, etc. The algorithm is assumed to allocate multimedia resources to users who can choose and access differentiated media services. For this purpose, 3 utility function of users is devised to reflect quality of service (QoS) and price. We illustrated experimental results with synthesis data which were made to mimic real multimedia data, and analyzed differentiated service providing and the effect of the utility function.