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Multi-scale face detector using anchor free method

  • Lee, Dong-Ryeol;Kim, Yoon
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.7
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    • pp.47-55
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    • 2020
  • In this paper, we propose one stage multi-scale face detector based Fully Convolution Network using anchor free method. Recently almost all state-of-the-art face detectors which predict location of faces using anchor-based methods rely on pre-defined anchor boxes. However this face detectors need to hyper-parameters and additional computation in training. The key idea of the proposed method is to eliminate hyper-parameters and additional computation using anchor free method. To do this, we apply two ideas. First, by eliminating the pre-defined set of anchor boxes, we avoid the additional computation and hyper-parameters related to anchor boxes. Second, our detector predicts location of faces using multi-feature maps to reduce foreground/background imbalance issue. Through Quantitative evaluation, the performance of the proposed method is evaluated and analyzed. Experimental results on the FDDB dataset demonstrate the effective of our proposed method.

A Path Planning Scheme Using the Moving Tendencies of Users in Road Network Environments (도로 네트워크 환경에서 사용자의 이동 성향을 고려한 경로 생성 기법)

  • Hwang, Dong-Gyo;Park, Hyuk;Kim, Dong-Joo;Li, He;Park, Jun-Ho;Park, Yong-Hoon;Bok, Kyoung-Soo;Yoo, Jae-Soo
    • The Journal of the Korea Contents Association
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    • v.12 no.9
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    • pp.16-26
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    • 2012
  • A path generation method considering the tendencies of users is required because users has the preferred routes through the properties such as time, distance, and congest. The existing method must input the additional information about user's tendency to generate path considering moving tendencies. However, mobile device have the inconvenient interface. Therefore users are reluctant to input additional information for path generation. In this paper, we propose the path generation method considering the tendencies of users without additional input of users tendencies. To show the superiority of the proposed method, we compared it with shortest distance or time path through performance evaluation.

The Study on improve method of GNUnet for structured P2P Model of encording block (제안 인코딩 블록을 구조적 P2P 모델에 적용한 GNUnet 성능 개선방안)

  • Lee, Myoung-Hoon;Park, Byung-Yeon;Jo, In-June
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • v.9 no.2
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    • pp.75-81
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    • 2005
  • The GNUnet in P2P system have solved an anonymous(publisher, storer, demander); a service of condition equal for peer. The GNUnet for an anonymous has separated a file and dispersed to the network. But, the 1Kbyte block size of the GNUnet is a creation of many additional block. I and R block has created with indirect point of D block The waste of I and R block appeared to 4% of the original file and the additional network traffic for the block transmission. To resolve the problems, this paper proposes an new scheme of file splitting distribution using P2P networks with the new GNUnet protocol, The GNUnet support minimization of the additional block and for a network traffic. It proposed an efficiency improvement of encording block and routing algorithm.

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An Approach to Constructing an Efficient Entropy Source on Multicore Processor (멀티코어 환경에서 효율적인 엔트로피 원의 설계 기법)

  • Kim, SeongGyeom;Lee, SeungJoon;Kang, HyungChul;Hong, Deukjo;Sung, Jaechul;Hong, Seokhie
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.28 no.1
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    • pp.61-71
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    • 2018
  • In the Internet of Things, in which plenty of devices have connection to each other, cryptographically secure Random Number Generators (RNGs) are essential. Particularly, entropy source, which is the only one non-deterministic part in generating random numbers, has to equip with an unpredictable noise source(or more) for the required security strength. This might cause an requirement of additional hardware extracting noise source. Although additional hardware resources has better performance, it is needed to make the best use of existing resources in order to avoid extra costs, such as area, power consumption. In this paper, we suggest an entropy source which uses a multi-threaded program without any additional hardware. As a result, it reduces the difficulty when implementing on lightweight, low-power devices. Additionally, according to NIST's entropy estimation test suite, the suggested entropy source is tested to be secure enough for source of entropy input.

Improvement of Korean Homograph Disambiguation using Korean Lexical Semantic Network (UWordMap) (한국어 어휘의미망(UWordMap)을 이용한 동형이의어 분별 개선)

  • Shin, Joon-Choul;Ock, Cheol-Young
    • Journal of KIISE
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    • v.43 no.1
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    • pp.71-79
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    • 2016
  • Disambiguation of homographs is an important job in Korean semantic processing and has been researched for long time. Recently, machine learning approaches have demonstrated good results in accuracy and speed. Other knowledge-based approaches are being researched for untrained words. This paper proposes a hybrid method based on the machine learning approach that uses a lexical semantic network. The use of a hybrid approach creates an additional corpus from subcategorization information and trains this additional corpus. A homograph tagging phase uses the hypernym of the homograph and an additional corpus. Experimentation with the Sejong Corpus and UWordMap demonstrates the hybrid method is to be effective with an increase in accuracy from 96.51% to 96.52%.

Nonuniqueness in Inverse Scattering Problems (역산란 문제에서의 비유연성)

  • 김세윤;라정웅
    • Journal of the Korean Institute of Telematics and Electronics
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    • v.26 no.9
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    • pp.1317-1321
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    • 1989
  • The nonuniqueness of solutions to inverse scattering problems for the reconstruction of cross sectional permitivity distributions on dielectric cylinder is illustrated in view of numerical analysis based on the spectral inverse scattering scheme with the moment-method procedures. It is also shown that some additional treatmenents such as multiple measurements, various incidences, etc. are not effective to assure the uniqueness.

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Measurement of cellulase activities

  • 편집실
    • The Microorganisms and Industry
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    • v.11 no.1
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    • pp.21-33
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    • 1985
  • 이글은 다음과 같이 구성되어져 있다. preface 1) introduction 2) general information 3) folin protein determination 4) cellobiase assay 5) filter paper assay for saccharifying cellulase 6) carboxymethyl cellulase assay for endo-.betha.-1,4-glucanase 7) additional assay procedure for endoglucanase 8) evalutaiton of cellulase under process conditions 9) general remartks, references.

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Information Retrieval: A Communication Process in the 21st Century Library

  • Umeozor, Susan Nnadozie
    • International Journal of Knowledge Content Development & Technology
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    • v.10 no.2
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    • pp.7-18
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    • 2020
  • Communication is a process involving a group of interrelated elements working together for the purpose of information transfer. This paper discusses information retrieval as a communication process in the 21st century library. The difficulties associated with access to recorded knowledge through bibliographic control devices have been exacerbated by the interposition of additional encoding processes in the library and further decoding by the users. In addition, the innovation of internet/web has revolutionized the means and mode of communication process in the library by flooding information seekers with information and creating an illusion of self-sufficiency in many users. With these changes in information seeking behaviour and pattern, a cybernetic approach to information retrieval has emerged emphasizing adaptive control mechanisms and feedback processes. This paper argues that libraries should strive to continuously remain relevant by keeping abreast with changes in the behavior of information users. To this end, this paper proposes apomediatic-cybernetic model of communication, which illustrates information retrieval processes for the 21st-century library.

A Study on the Necessity for the Standardization of Information Classification System about Construction Products

  • Hong, Simhee;Yu, Jung-ho
    • International conference on construction engineering and project management
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    • 2017.10a
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    • pp.121-123
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    • 2017
  • The widespread dissemination of the green building certification system has led to the ongoing development of information management technologies with the aim to effectively utilize construction product information. Among them, a data crawling technology enables to collect the data conveniently and to manage large volumes of construction product information in Korea and overseas. However, without a standardized classification system, it is difficult to efficiently utilize information, and problems such as an additional work for classifying information or information-sharing errors. Therefore, this study suggests to present a necessity for the standardization of the information classification system through expert interviews, and to compare construction product classification systems in Korea and overseas. This study is expected to present a necessity for the effective management of construction product information and the standardization of information-sharing with regard to various construction certifications.

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Effective Global Placement Technique Using Quadratic Programming (Quadratic Programming을 이용한 효과적인 광역배치 기법)

  • Kim Dong-Hyun;Hur Sung-Woo
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.43 no.6 s.348
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    • pp.23-29
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    • 2006
  • In this paper, we propose an effective global placement technique using quadratic programming(QP). In order to resolve cell congestion problem which is a drawback of QP based placement techniques, additional force and grid pre-warping technique are used. We devised a new density function for evaluating proper additional force which depends on density. Grid pre-warping technique relocates cells over entire area according to the relative ordering between coordinates of cells. Using the additional force obtained by the new density function and applying the pre-warping technique iteratively we obtained a well-distributed global placement. Mongrel which is a middle-down methodology based placer takes such a good global placement as an initial placement and produces a final detailed placement. Experimental results show that proposed technique outperforms the FM algorithm based global placement and are comparable with the well-known leading placers, FengShui, Dragon.