• Title/Summary/Keyword: Equal error rate

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Study On the Robustness Of Four Different Face Authentication Methods Under Illumination Changes (얼굴인증 방법들의 조명변화에 대한 견인성 연구)

  • 고대영;천영하;김진영;이주헌
    • Proceedings of the IEEK Conference
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    • 2003.07e
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    • pp.2036-2039
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    • 2003
  • This paper focuses on the study of the robustness of face authentication methods under illumination changes. Four different face authentication methods are tried. These methods are as follows; Principal Component Analysis, Gaussian Mixture Models, 1-Dimensional Hidden Markov Models, 2-Dimensional Hidden Markov Models. Experiment results involving an artificial illumination change to face images are compared with each others. Face feature vector extraction method based on the 2-Dimensional Discrete Cosine Transform is used. Experiments to evaluate the above four different face authentication methods are carried out on the Olivetti Research Laboratory(ORL) face database. For the pseudo 2D HMM, the best EER (Equal Error Rate) performance is observed.

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BER Performance of A Communication System Using BPSK Signaling Scheme with Smart Antenna at Base Station

  • Le, Minh-Tuan;Pham, Van-Su;Giwan Yoon
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2003.10a
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    • pp.287-291
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    • 2003
  • This paper analyzes Bit Error Rate (BER) performance of a wireless communication system using BPSK modulation technique with a smart antenna at base station. The channels under consideration are Additive White Gaussian Noise (AWGN) channel or a slow, flat Rayleigh lading channel with AWGN. Under the assumptions that the MMSE beamformer is used and the time delays of all users are approximately equal, we first analytically derive closed-form expressions for the BER of the desired user. Then, computer simulation is carried out to verify the theoretical results.

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Anti-Spoofing Method for Iris Recognition by Combining the Optical and Textural Features of Human Eye

  • Lee, Eui Chul;Son, Sung Hoon
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.6 no.9
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    • pp.2424-2441
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    • 2012
  • In this paper, we propose a fake iris detection method that combines the optical and textural features of the human eye. To extract the optical features, we used dual Purkinje images that were generated on the anterior cornea and the posterior lens surfaces based on an analytic model of the human eye's optical structure. To extract the textural features, we measured the amount of change in a given iris pattern (based on wavelet decomposition) with regard to the direction of illumination. This method performs the following two procedures over previous researches. First, in order to obtain the optical and textural features simultaneously, we used five illuminators. Second, in order to improve fake iris detection performance, we used a SVM (Support Vector Machine) to combine the optical and textural features. Through combining the features, problems of single feature based previous works could be solved. Experimental results showed that the EER (Equal Error Rate) was 0.133%.

One-class Least Square Support Vector Machines (단일부류 최소제곱 서포트 벡터 머신)

  • 우상호;이성환
    • Proceedings of the Korean Information Science Society Conference
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    • 2002.10d
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    • pp.559-561
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    • 2002
  • 서포트 벡터 머신은 얼굴인식이나 문자인식과 같은 다양한 패턴인식 문제에서 좋은 성능을 보여준다. 그러나 이러한 문제는 Quadratic Programming(QP) 문제에 관하여 몇 가지 단점을 가지고 있다. 일반적으로 대용량의 QP 문제를 해결하기 위해 많은 계산비용이 요구되며, QP 기반 시스템을 효과적으로 구현하는 것이 쉽지 않은 문제이다. 또한 대규모 데이터의 처리 시에는 입출력을 맞추기 또한 쉽지 않은 단점이 있다. 본 논문에서는 위의 단점을 극복하기 위하여 단일부류 문제를 최소제곱 서포트 벡터 머신을 기반으로 하여 해결하였다. 제안한 방법은 QP 문제를 해결하는 과정이 없이 단일부류 문제를 표현하여 최소제곱 방법을 이용하는 알고리즘이다. 제안된 방법으로 쉽고, 계산 비용을 줄이는 결과를 얻었다. 또한 서포트 벡터 영역 표식자에 확장 적용하여 선형방정식으로 구현하여, 문제를 해결하였다. 제안된 방법의 효율성을 입증하기 위하여 패턴인식 분야 중에 얼굴 인증 방법과 바이오인포매틱스 분야 중에 전립선 암 분류 문제에 적용하였다. 우리의 실험결과는 적합한 성능과 좋은 Equal Error Rate(EER)를 보여준다. 제안된 방법은 알 수 없는 물체의 분류 방법의 효율성을 증대시켰고, 실시간 응용분야에 직접적으로 적용될 수 있을 것으로 기대 된다.

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An Empirical Study of Multi-Modal Biometrics using Face and Fingerprint (얼굴과 지문을 결합한 다중 생체인식 시스템의 실험적 연구)

  • 강효섭;한영찬;김학일
    • Proceedings of the Korean Information Science Society Conference
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    • 2002.10d
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    • pp.622-624
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    • 2002
  • 생체인식 기술은 급속도로 발전하고 있지만 개개의 생체 정보를 이용한 단일 생체인식 기술은 생체 방식에 따라 각각의 문제점이 노출되고 있는 상황이다. 이에 두 가지 이상의 생체 정보를 결합하여 단일 생체인식 기술의 문제점을 극복하고 보다 좋은 인식률을 확보하기 위해 다중 생체인식 시스템(Multi-Modal Bio-metries System)이라는 복합 시스템이 제안 되었다. 이 논문에서는 생체인식 산업의 특성 및 개인 인증 방법으로 사용중인 단일 생체인식 시스템의 문제점을 알아보고 그 해결방안으로 다중 생체인식 시스템의 확률단계(Probability Level)에서 더 좋은 성능을 보여주기 위해 각각의 시스템에 가중치(Weight)를 부여 할 경우, EER(Equal Error Rate)이 단일 생체인식 시스템에 보다 가중치를 부여 했을 때 낮아짐과 동시에 ROC 커브도 (Receiver Operating Characteristic Curve) 좋아짐을 보였다.

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Multiple Gabor Filtering based on fingerprint Image Quality (지문영상 화질평가에 기반한 게이버 필터의 다중적용)

  • 이응봉;전성욱;류춘우;김학일
    • Proceedings of the Korean Information Science Society Conference
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    • 2002.10d
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    • pp.460-462
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    • 2002
  • 본 논문은 융선 방향의 화소값 변화와 융선의 수직 방향 화소값 변화의 차이를 이용하여 지문영상의 부영역 화질을 제거대상 영역(Removable Block)과 융선의 흐름이 불명확한 영역(Obscure Block), 융선의 방향성이 명확한 영역(Clear Block) 세 가지로 분류하였다. RB영역은 특징점 추출과정에서 제외 하였으며 OB 영역은 필터의 방향을 달리한 다수의 게이버(Gabor) 필터의 적용으로 처리하였고, CB 영역은 게이버 필터의 방향을 융선의 방향으로 하여 한번의 수행하였다. FVC2002(The Second Fingerprint Verification Competition) DB3 SetA 지문필터링을 영상을 대상으로 한 실험에서 부영역의 화질을 고려한 경우 EER(Equal Error Rate)이 14.31%의 처리속도 향상을 확인할 수 있었다.

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A Study on Direct Decision Blind Adaptive Interference Suppression for DS-CDMA Systems (DS-CDMA 시스템을 위한 직접 결정 블라인드 적응 간섭 억제에 관한 연구)

  • 우대호
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.25 no.10B
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    • pp.1714-1721
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    • 2000
  • In the mobile communication using DS-CDMA systems the problem of multiple user interference which reduce the performance is generated by multiple user access. In this paper to solve this problem we proposed the direct decision blind adaptive receiver with knowledge of only the desired user's spreading sequence. Simulation result present that the total user's power has equal gain The gain of signal to interference ratio for the proposed blind DD-LMS receiver has about 6[dB] than conventional receiver at additive white Gaussian noise and large gain at multipath channels. And when interference user's power has more large gain than desired user's power the gain of SIR for the proposed receiver has large value. And simulation result of bit error rate present that DD-LMS receiver has higher performance than LCCMA receiver. Thus the proposed blind DD-LMS receiver has robustness against interference of high power user and multipath channels.

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Comparison Between Analytic Method and Experimentation on the Trapezoidal Fin (사다리꼴 핀에 대한 해석적 방법과 실험의 비교)

  • Cho, Chul-Hyun;Han, Young-Min;Kang, Hyung-Suk
    • Journal of Industrial Technology
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    • v.25 no.A
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    • pp.75-80
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    • 2005
  • A trapezoidal fin is analyzed by using one-dimensional analytic method. For two boundary conditions, the heat transfer rate is given instead of specified temperature at the fin base and heat conduction into the fin tip is equal to heat convection from the tip. Temperatures at three different points within the trapezoidal fin are measured by using experimental apparatus. A comparison of the temperature between one-dimensional analytic method and experimentation is made as a function of dimensionless fin length under both free convection and forced convection conditions. The ratio of heat loss from the fin tip surface to that through the fin base is presented as a function of dimensionless fin length and Biot number. One of results shows that the relative error increases as the air velocity increases for forced convection conditions.

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Biometrics through PCA & LDA (주성분 분석을 활용한 생체인식)

  • Oh, Se-Bin
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2017.05a
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    • pp.515-518
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    • 2017
  • I used Principal Component Analysis(PCA) and Linear Discriminant Analysis(LDA) to utilize biometric technology for security. I used 14 korean consonants(ㄱ to ㅎ). And It has both information of gestures for each consonants and identity of user. So this experiment is set for this two aspects. I used database including 20 people's images. Each person did 140 action for every consonant with 10 trials. PCA and LDA must be applied on self-collected database using MATLAB programming. Equal Error Rate (EER) is used for evaluate performance of this analysis.

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Convergence studies on static and dynamic analysis of beams by using the U-transformation method and finite difference method

  • Yang, Y.;Cai, M.;Liu, J.K.
    • Structural Engineering and Mechanics
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    • v.31 no.4
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    • pp.383-392
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    • 2009
  • The static and dynamic analyses of simply supported beams are studied by using the U-transformation method and the finite difference method. When the beam is divided into the mesh of equal elements, the mesh may be treated as a periodic structure. After an equivalent cyclic periodic system is established, the difference governing equation for such an equivalent system can be uncoupled by applying the U-transformation. Therefore, a set of single-degree-of-freedom equations is formed. These equations can be used to obtain exact analytical solutions of the deflections, bending moments, buckling loads, natural frequencies and dynamic responses of the beam subjected to particular loads or excitations. When the number of elements approaches to infinity, the exact error expression and the exact convergence rates of the difference solutions are obtained. These exact results cannot be easily derived if other methods are used instead.