• 제목/요약/키워드: Auto-encode

검색결과 3건 처리시간 0.018초

FUNDAMENTAL PERFORMANCE OF IMAGE CODING SCHEMES BASED ON MULTIPULSE MODEL

  • Kashiwagi, Takashi;Kobayashi, Daisuke;Koda, Hiromu
    • 한국방송∙미디어공학회:학술대회논문집
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    • 한국방송공학회 2009년도 IWAIT
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    • pp.825-829
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    • 2009
  • In this paper, we examine the fundamental performance of image coding schemes based on multipulse model. First, we introduce several kinds of pulse search methods (i.e., correlation method, pulse overlap search method and pulse amplitude optimization method) for the model. These pulse search methods are derived from auto-correlation function of impulse responses and cross-correlation function between host signals and impulse responses. Next, we explain the basic procedure of multipulse image coding scheme, which uses the above pulse search methods in order to encode the high frequency component of an original image. Finally, by means of computer simulation for some test images, we examine the PSNR(Peak Signal-to-Noise Ratio) and computational complexity of these methods.

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Transcriptional Activator Elements for Curtovirus C1 Expression Reside in the 3' Coding Region of ORF C1

  • Hur, Jingyung;Buckley, Kenneth J.;Lee, Sukchan;Davis, Keith R.
    • Molecules and Cells
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    • 제23권1호
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    • pp.80-87
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    • 2007
  • Beet curly top virus (BCTV) and Beet severe curly top virus (BSCTV), members of curtoviruses, encode seven open reading frames (ORFs) within a ~3 kb genome. One of these viral ORFs, C1, is known to play an important role in the early stage of viral infection in plants during initiation of viral DNA replication. We used promoter:: reporter (${\beta}$-glucuronidase) gene fusions in transgenic Arabidopsis to identify the putative promoter region of BCTV ORF C1. Unlike other geminiviruses, the intergenic region of BCTV was not sufficient to promote C1 expression in transgenic plants. When sequences extending into the coding region of C1 were tested, strong expression of the reporter protein was observed in vascular tissues of transgenic plants. This expression was not dependent on the presence of the intergenic regions or proximal 5' portions of the C1 coding region. Transgenic plants expressing a reporter gene under control of the putative complete C1 promoter were inoculated with virus to determine if any viral transcript affected C1 expression. Virus inoculated plants did not show any altered pattern or change in of reporter gene expression level. These results suggest that (1) important transcriptional activator elements for C1 expression reside in the 3' portion of C1 coding area itself, (2) C1 protein does not auto-regulate its own expression and (3) C1 expression of two curtoviruses is controlled differently compared to other geminiviruses.

LSTM 오토인코더를 활용한 축산 환경 시계열 데이터의 이상치 탐지: 경계값 설정에 따른 성능 비교 (Anomaly Detection in Livestock Environmental Time Series Data Using LSTM Autoencoders: A Comparison of Performance Based on Threshold Settings)

  • 정세연;김상철
    • 스마트미디어저널
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    • 제13권4호
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    • pp.48-56
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    • 2024
  • 축산업에서 환경의 이상치 탐지와 데이터 예측은 매우 중요한 과제이다. 대부분 시계열 데이터로 수집되는 축산 환경 데이터의 이상치는 급격한 생육환경의 변화와 예상치 못한 전염병의 징후를 나타낼 수 있으므로 이상치를 빠르게 탐지하는 것이 중요하다. 이상치의 빠른 탐지와 효과적인 대응은 가축의 스트레스를 최소화하고 전염병 발생 환경을 조기에 발견하여 농가의 경제적인 손실을 감소시키는 역할을 할 수 있다. 본 연구에서는 축산환경 데이터의 이상치 탐지 분야에서 이상치를 규정하는 경계값(Threshold) 설정에서 두 가지 설정 방법을 이용하여 실험하고 성능을 비교하였다. Mean Squared Error(MSE)를 활용한 이상치 탐지 방법과 Dynamic Threshold를 이용한 이상치 탐지 방법을 이용하여 이를 통해 주어진 이전 데이터의 평균값과의 변동성을 분석하여 이상 상황을 식별하는 연구를 진행하였다. MSE를 활용한 이상치 탐지 방법은 94.98% 정확도를 보였고 표준편차를 활용한 Dynamic Threshold 방법은 99.66%정확도로 성능이 더 우수함을 확인할 수 있었다.