• 제목/요약/키워드: Median

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High Noise Density Median Filter Method for Denoising Cancer Images Using Image Processing Techniques

  • Priyadharsini.M, Suriya;Sathiaseelan, J.G.R
    • International Journal of Computer Science & Network Security
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    • 제22권11호
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    • pp.308-318
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    • 2022
  • Noise is a serious issue. While sending images via electronic communication, Impulse noise, which is created by unsteady voltage, is one of the most common noises in digital communication. During the acquisition process, pictures were collected. It is possible to obtain accurate diagnosis images by removing these noises without affecting the edges and tiny features. The New Average High Noise Density Median Filter. (HNDMF) was proposed in this paper, and it operates in two steps for each pixel. Filter can decide whether the test pixels is degraded by SPN. In the first stage, a detector identifies corrupted pixels, in the second stage, an algorithm replaced by noise free processed pixel, the New average suggested Filter produced for this window. The paper examines the performance of Gaussian Filter (GF), Adaptive Median Filter (AMF), and PHDNF. In this paper the comparison of known image denoising is discussed and a new decision based weighted median filter used to remove impulse noise. Using Mean Square Error (MSE), Peak Signal to Noise Ratio (PSNR), and Structure Similarity Index Method (SSIM) metrics, the paper examines the performance of Gaussian Filter (GF), Adaptive Median Filter (AMF), and PHDNF. A detailed simulation process is performed to ensure the betterment of the presented model on the Mini-MIAS dataset. The obtained experimental values stated that the HNDMF model has reached to a better performance with the maximum picture quality. images affected by various amounts of pretend salt and paper noise, as well as speckle noise, are calculated and provided as experimental results. According to quality metrics, the HNDMF Method produces a superior result than the existing filter method. Accurately detect and replace salt and pepper noise pixel values with mean and median value in images. The proposed method is to improve the median filter with a significant change.

상악(上顎) 중절치간(中切齒間) 정중리개(正中離開)에 관(關)한 통계학적(統計學的) 연구(硏究) (THE STATISTICAL STUDY OF MAXILLARY MEDIAN DIASTEMA)

  • 이성주
    • 대한소아치과학회지
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    • 제10권1호
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    • pp.115-122
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    • 1983
  • The author surveyed 2,082 schoolchildren (Male: 1,078, Female: 1,004) from 7 to 12 years old in "N" primary school in kwang Ju City, and studied on 304 schoolchildren (Male: 176, Female: 128) having maxillary median diastema. The results were as follows: 1. The prevalence of maxillary median diastema was 14.6%, and it showed the greater rate at the boys than at the girls and the highest rate at 8 years old in the both sexes. 2. The maxillary median diastema showed decreasing tendency with ageing. 3. The frenum distance in children without local factors showed no change and the divergent degree of maxillary median diastema showed decreasing tendency after the eruption of maxillary lateral incisors. 4. The rate of maxillary median diastema associated with local factors was 37.8% and it showed increasing tendency with ageing. 5. The prevalence of median diastema according to etiology was as follows; rotated tooth; 12.2%, supernumerary teeth; 10.9%, abnormal frenum; 9.5%, peg lateralis; 7.2%, open bite; 2.6%, abnormal pattern of interseptal alveolar bone; 2.6%, missing lateral incisor; 0.7%, tooth size discrepancy; 0.3%.

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고속도로 중앙분리대형 풍력발전 타당성 분석 - 차량 저항계수 관점에서 (Feasibility Analysis on Wind Turbine Embedded to Highway Median Strip - Consideration on Vehicle Drag Coefficient)

  • 윤성욱;전완호;김현구
    • 한국신재생에너지학회:학술대회논문집
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    • 한국신재생에너지학회 2009년도 춘계학술대회 논문집
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    • pp.536-538
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    • 2009
  • In recent day, many people are interested in wind resource for generation of electric power. Especially, it is made assessment the possibility of generation of electric power by wind resource originated from running cars and buses in downtown or highway. Moreover bus, driven in the exclusive lane, is focused on possibility of generation electric power on highway because median strip makes fast flow way between bus body and median strip and a pattern will appear in the flow way like drag coefficient. But nobody can guess whether the induced flow will increase or decrease and estimate amount of change of drag coefficient. Solving drag coefficient of bus running highway is the point of this paper. To solve this problem, we use the CFD method. The model is a bus simplified without mirror and gates. In order to assess result, the flow analysis surrounding the bus on the flat road where median strip is not installed has been compared with road with median strip. Solving condition is that the driving highway and median strip are running with 100km/h (27.8m/s).

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흰쥐 시상하부의 정중융기에서 카테콜아민 신경세포와 GnRH 신경세포와의 연접에 관한 연구 (Catecholaminergic Innervation of GnRH Neurons in the Rat Median Eminence)

  • 이영기;김경진
    • 한국동물학회지
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    • 제37권4호
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    • pp.504-513
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    • 1994
  • The present study was carried out 1) to show the ontogenic development of CA-and GnRH-containing nerve fobres in the median eminence, 2) to simultaneously demonstrate the synaptic contact between these two nenre fibres in the rat median eminence at the ultrastructural level using light and electron microscopic doublelabel immunostainlngs. GnRH-and CA-nenre terminals were detectable in the median eminence at embryonic day 19.5. The CA-newe terminals were obsenred in the entire legion of the extern31 lavers, while GnRH-newe terminals only in the lateral portion. At the 14th postnatal daw, both %ropes of nerve terminals showed a very similar distribution to those of adult one. In the median eminence of adult rats, a substantial overlap existed in the distribution of GnRH fibres with CA-containing nerve fibres. This overlap was most intense throughout the external palisade zone. Furthermore, an electron microscopic double label immunostaining showed that there was a close apposition of CA- and GnRH-nenre fobres. These axo-axonic contacts occurred frequently in the internal and palisade zones, i.e. at the level of the fobre preterminals. These morphological results suggest that the CA-mediated GnRH secretion may occur via sxo-axonic interaction in the median eminence.

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가중격자형 메디안 필터를 이용한 영상복원 (Image Restoration using Weighted Cross-Shape Median Filter)

  • 나철훈;김수영;한만수;강성준
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2015년도 추계학술대회
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    • pp.711-714
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    • 2015
  • 영상 복원을 위해서 에지(edge) 검출 알고리즘을 갖는 가중 격자형 메디안필터(median filter)를 사용한 새로운 방법을 제안하였다. 에지를 검출하기 위한 시험들로 구성되어 있으며 격자형 창을 사용하였다. 잡음에 의해서 손상된 영상에 제안한 방법을 적용 하였으며 그 결과를 일반 메디안 필터와 격자형 메디안 필터의 결과들과 비교 하였다. 에지 검출 알고리즘을 갖는 가중격자형 메디안 필터를 사용하는 것이 다른 메디안 필터를 사용한 결과보다 매우 우수한 성능을 가짐을 확인하였다.

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Salt and Pepper 잡음 제거를 위한 복합 필터에 관한 연구 (A Study on Composite Filters for Salt and Pepper Noise Removal)

  • 홍상우;권세익;김남호
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2016년도 춘계학술대회
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    • pp.409-411
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    • 2016
  • Salt and pepper 잡음은 카메라 오작동, 저장 매체의 메모리 오류, 전송 채널 에러 등 다양한 원인으로 발생한다. 기존의 salt and pepper 잡음을 제거하기 위한 대표적인 필터에는 SMF(standard median filter), CWMF(center weighted median filter), AMF(adaptive median filter) 등이 대표적이다. 그러나 기존의 필터들은 고밀도 salt and pepper 잡음 환경에서 잡음 제거 특성이 다소 미흡하다. 따라서 본 논문에서는 잡음 판단을 통해 중심화소가 비잡음인 경우, 원 화소 그대로 보존하고 잡음인 경우, 공간 가중치 마스크 및 메디안을 이용한 복합 필터를 제안하였다.

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중앙버스전용차로가 설치된 간선도로의 서비스수준 분석방법에 관한 연구 (A Study of Level of Service Analysis Method of Arterials including Exclusive Median Bus Lanes)

  • 조한선;김태형
    • 한국도로학회논문집
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    • 제15권5호
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    • pp.135-144
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    • 2013
  • PURPOSES : The purpose of this paper is to develop a methodology to estimate level of service of arterial including Exclusive Median Bus Lanes. METHODS : On 6 Exclusive Median Bus Lanes routes in Seoul, bus travel time and number of bus-stop per km were investigated. Also whether or not passing lane exists at bus-stop was checked. Based on the data from sites, bus travel time was estimated according to length of segment, number of bus-stop per km and whether or not passing lane exists at bus-stop. RESULTS : A bus travel time table was developed according to length of segment, number of bus-stop per km and whether or not passing lane exists at bus-stop. After bus travel speed and passenger car travel speed is estimated based on each travel time table and length of segment, two speeds are combined with weighted average speed using traffic volume of each lane group. Then weighted average speed is a measure of effectiveness of arterial including Exclusive Median Bus Lanes. CONCLUSIONS : It can be concluded that the proposed methodology can estimate level of service of arterial including Exclusive Median Bus Lanes considering the operation characteristics of Exclusive Median Bus Lanes.

Feasibility study of improved median filtering in PET/MR fusion images with parallel imaging using generalized autocalibrating partially parallel acquisition

  • Chanrok Park;Jae-Young Kim;Chang-Hyeon An;Youngjin Lee
    • Nuclear Engineering and Technology
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    • 제55권1호
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    • pp.222-228
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    • 2023
  • This study aimed to analyze the applicability of the improved median filter in positron emission tomography (PET)/magnetic resonance (MR) fusion images based on parallel imaging using generalized autocalibrating partially parallel acquisition (GRAPPA). In this study, a PET/MR fusion imaging system based on a 3.0T magnetic field and 18F radioisotope were used. An improved median filter that can set a mask of the median value more efficiently than before was modeled and applied to the acquired image. As quantitative evaluation parameters of the noise level, the contrast to noise ratio (CNR) and coefficient of variation (COV) were calculated. Additionally, no-reference-based evaluation parameters were used to analyze the overall image quality. We confirmed that the CNR and COV values of the PET/MR fusion images to which the improved median filter was applied improved by approximately 3.32 and 2.19 times on average, respectively, compared to the noisy image. In addition, the no-reference-based evaluation results showed a similar trend for the noise-level results. In conclusion, we demonstrated that it can be supplemented by using an improved median filter, which suggests the problem of image quality degradation of PET/MR fusion images that shortens scan time using GRAPPA.

실수형 2차원 데이터를 위한 고속 미디언 필터링 알고리즘 (Fast Median Filtering Algorithms for Real-Valued 2-dimensional Data)

  • 조태훈
    • 한국정보통신학회논문지
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    • 제18권11호
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    • pp.2715-2720
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    • 2014
  • 미디언 필터링은 임펄스 형태의 잡음의 제거에 매우 효과적이어서, 많은 신호처리 응용분야에서 널리 사용되어왔다. 하지만, 비선형성에 의한 시간 복잡도로 인하여, 미디언 필터링은 주로 작은 필터윈도우 크기를 사용하였다. 고속 미디언 필터링 알고리즘에 대한 많은 연구가 진행되었지만 대부분 영상과 같은 한정된 정수값을 갖는 입력데이타에만 적용될 수 있으며, 실수형 2차원 데이터의 고속 미디언 필터링 알고리즘에 대한 연구는 미미한 실정이다. 본 논문에서는 간단하면서도 실수형 2차원 데이터를 고속으로 미디언 필터링할 수 있는 알고리즘을 제안하고 Matlab의 2차원 미디언 필터와 힙(heap)기반의 2차원 미디언 필터와 성능을 비교하였다. 다양한 필터윈도우 크기에 대해서 제안된 알고리즘이 Matlab의 필터보다는 훨씬 빠르고, 힙기반의 필터보다는 대부분 일관되게 더 빠른 결과를 내었다. 또한, 한정된 데이터 값 범위를 갖는 실수형 2차원 데이터는 비트수가 큰 정수형 고속 2차원 미디언 필터링 알고리즘을 이용하여 거의 오차없이 매우 빠르게 미디언 필터링을 할 수 있음을 보였다.

Support Vector Median Regression

  • Hwang, Chang-Ha
    • Journal of the Korean Data and Information Science Society
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    • 제14권1호
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    • pp.67-74
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    • 2003
  • Median regression analysis has robustness properties which make it an attractive alternative to regression based on the mean. Support vector machine (SVM) is used widely in real-world regression tasks. In this paper, we propose a new SV median regression based on check function. And we illustrate how this proposed SVM performs and compare this with the SVM based on absolute deviation loss function.

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