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A Self Organization of Wavelet Network Structure by Generation and Extinction of Hidden Nodes (은닉노드의 생성 ${\cdot}$ 소멸에 의한 웨이블릿 신경망 구조의 자기 조직화)

  • Lim, Sung-Kil;Lee, Hyon-Soo
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.36C no.12
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    • pp.78-89
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    • 1999
  • Previous wavelet network structures are determined by considering the relationship between wavelet windows distribution of training patterns that are transformed into time-frequency space. Because it is separated two algorithms that determines wavelet network structure and that modifies parameters of network, learning process that minimizes output error of network is executed after the network structure is determined. But this method has some weakness that training patterns must be transformed into time-frequency space by additional preprocessing and the network structure should be fixed during learning process. In this paper, we propose a new constructing method for wavelet network structure by using differences between the output and the desired response without preprocessing. Because the algorithm perform network construction and error minimizing process simultaneously, it can determine the number of hidden nodes adaptively as with the complexity of problems. In addition, the network structure is optimized by inserting new hidden nodes in the area that has maximum error and extracting hidden nodes that has no effect to the output of network. This algorithm has no constraint condition that all training patterns must be known, because it removes preprocessing procedure for training patterns and it can be applied effectively to systems that has time varying outputs.

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Setting Up a CR Based Filmless Environment for the Radiation Oncology (CR 시스템을 이용한 방사선 종양학과의 Filmless 환경 구축)

  • Kim, Dong-Young;Lee, Ji-Hae;Kim, Myung-Soo;Ha, Bo-Ram;Lee, Cheon-Hee;Kim, So-Yeong;Ahn, So-Hyun;Lee, Re-Na
    • Progress in Medical Physics
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    • v.22 no.3
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    • pp.155-162
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    • 2011
  • The analog image based system consisted of a simulator and medical linear accelerator (LINAC) for radiotherapy was upgraded to digital medical image based system by exchanging the X-ray film with Computed Radiography (CR). With minimum equipments shift and similar treatment process, it was possible that the new digital image system was adapted by the users in short time. The film cassette and the film developer device were substituted with a CR cassette and a CR Reader, where the ViewBox was replaced with a small size PC and a monitor. The viewer software suitable for radiotherapy was developed to maximize the benefit of digital image, and as the result the convenience and the effectiveness was improved. It has two windows to display two different images in the same time and equipped various search capability, contouring, window leveling, image resizing, translation, rotation and registration functions. In order to avoid any discontinuance of the treatment while the transition to digital image, the film and the CR was used together for 1 week, and then the film developer was removed. Since then the CR System has been operated stably for 2 months, and the various requests from users have been reflected to improve the system.

A Design and Implementation of Multimedia Retrieval System based on MAF(Multimedia Application File Format) (MAF(Multimedia Application File Format) 기반 멀티미디어 검색 시스템의 설계 및 구현)

  • Gang Young-Mo;Park Joo-Hyoun;Bang Hyung-Gin;Nang Jong-Ho;Kim Hyung-Chul
    • Journal of KIISE:Computer Systems and Theory
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    • v.33 no.9
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    • pp.574-584
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    • 2006
  • Recently, ISO/IEC 23000 (also known as 'MPEG-A') has proposed a new file format called 'MAF(Multimedia Application File Format)[1]' which provides a capability of integrating/storing the widely-used compression standards for audio and video and the metadata in MPEG-7 form into a single file format. However, it is still very hard to verify the usefulness of MPEG-A in the real applications because there is still no real system that fully implements this standard. In this thesis, a design and implementation of a multimedia retrieval system based on MPEG-A standard on PC and mobile device is presented. Furthermore, an extension of MPEG-A for describing the metadata for video is also proposed. It is selected and defined as a subset of MPEG-7 MDS[4] and TV-anytime[5] for video that is useful and manageable in the mobile environments. In order to design the multimedia retrieval system based on MPEG-A, we define the system requirements in terms of portability, extensibility, compatibility, adaptability, efficiency. Based on these requirements, we design the system which composed of 3 layers: Application Layer, Middleware Layer, Platform Layer. The proposed system consists of two sub-parts, client-part and server-part. The client-part consists of MAF authoring tool, MAP player tool and MAF searching tool which allow users to create, play and search the MAF files, respectively. The server-part is composed of modules to store and manage the MAF files and metadata extracted from MAF files. We show the usefulness of the proposed system by implementing the client system both on MS-Windows platform on desk-top computer and WIPI platform on mobile phone, and validate whether it to satisfy all the system requirements. The proposed system can be used to verify the specification in the MPEG-A, and to proves the usefulness of MPEG-A in the real application.