• Title/Summary/Keyword: 양 선형 보간

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A Study on Performance Analysis of Image Interpolation Filters for Field-based Warping and Morphing (필드 기반 워핑과 모핑을 위한 영상 보간 필터의 성능 분석에 관한 연구)

  • Lee Hyoung-Jin;Kwak No-Yoon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.5 no.6
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    • pp.504-510
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    • 2004
  • The objective of this paper is to propose the image interpolation method with pseudomedian filter for Field warping and morphing, and to evaluate and analyze its subjective image quality. The Field warping relatively gives rise to more computing overhead, but it can use the control line to control the warping result with more elaboration. Due to the working characteristics of the image warping and morphing process, various complex geometrical transformations occur and a image interpolation technique is needed to effectively process them. Of the various interpolation techniques, bilinear interpolation which shows above average performance is the most widely used. However, this technology has its limits in the reconstructivity of diagonal edges. The proposed interpolation method is to efficiently combine the bilinear interpolation and the pseudomedian filter-based interpolation which shows good performance in the reconstructivity of diagonal edges. According to the proposed interpolation method, we could get more natural warping and morphing results than other interpolation methods.

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Filling in Hydrological Missing Data Using Imputation Methods (Imputation Method를 활용한 수문 결측자료의 보정)

  • Kang, Tae-Ho;Hong, Il-Pyo;Km, Young-Oh
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.1254-1259
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    • 2009
  • 과거 관측된 수문자료는 분석을 통해 다양한 수문모형의 평가 및 예측과 수자원 정책결정에서 활용된다. 하지만 관측장비의 오작동 및 관측범위의 한계에 의해 수집된 자료에는 결측이 존재한다. 단순히 결측이 존재하는 벡터를 제외하거나, 결측이 존재하는 자료 구간에 선형성이 존재한다는 가정 하에 평균을 활용하기도 했으나, 이로 인하여 자료의 통계특성에 왜곡이 야기될 수 있다. 본 연구는 결측의 보정으로 자료가 보유하는 정보의 손실 및 왜곡을 최소화 할 수 있는 방안을 연구하고자 한다. 자료의 결측은 크게 완벽한 무작위 결측(missing completely at random, MCAR), 무작위 결측(missing at random, MAR), 무작위성이 없는 결측(nonrandom missingness)으로 분류되며, 수문자료는 결측을 포함한 기간이 그 외 기간의 자료와 통계적으로 동일하지는 않지만 결측자료의 추정이 가능한 MAR에 속하는 것이 일반적이므로 이를 가정으로 결측을 보정하였다. Local Lest Squares Imputation(LLSimput)을 결측의 추정을 위해 사용하였으며, 기존에 쉽게 사용되던 선형보간법과 비교하였다. 적용성 평가를 위해 소양강댐 일 유입량 자료에 1 - 5 %의 결측자료를 임의로 생성하였다. 동일한 양의 결측자료에 대해 100개의 셋을 사용하여 보정의 불확실성 범위를 적용된 방법에 대해 비교..평가하였으며, 결측 증가에 따른 보정효과의 변화를 검토하였다. Normalized Root Mean Squared Error(NRMSE)를 사용하여 적용된 두 방법을 평가한 결과, (1) 결측자료의 비가 낮을수록 간단한 선형보간법을 사용한 보정이 효과적이었다. (2) 하지만 결측의 비가 증가할수록 선형보간법의 보정효과는 점차 큰 불확실성과 낮은 보정효과를 보인 반면, (3) LLSimpute는 결측의 증가에 관계없이 일정한 보정효과 및 불확실성 범위를 나타내는 것으로 드러났다.

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Performance Analysis of Face Recognition by Distance according to Image Normalization and Face Recognition Algorithm (영상 정규화 및 얼굴인식 알고리즘에 따른 거리별 얼굴인식 성능 분석)

  • Moon, Hae-Min;Pan, Sung Bum
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.23 no.4
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    • pp.737-742
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    • 2013
  • The surveillance system has been developed to be intelligent which can judge and cope by itself using human recognition technique. The existing face recognition is excellent at a short distance but recognition rate is reduced at a long distance. In this paper, we analyze the performance of face recognition according to interpolation and face recognition algorithm in face recognition using the multiple distance face images to training. we use the nearest neighbor, bilinear, bicubic, Lanczos3 interpolations to interpolate face image and PCA and LDA to face recognition. The experimental results show that LDA-based face recognition with bilinear interpolation provides performance in face recognition.

Quality Improvement Scheme of Interpolated Image using the Characteristics of the Adjacent Pixels (인접 픽셀들의 특성을 이용한 보간 영상의 화질 개선 기법)

  • Jung, Soo-Mok
    • Journal of the Korea Society of Computer and Information
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    • v.16 no.11
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    • pp.95-102
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    • 2011
  • Interpolation schemes are used widely in image magnification. Magnified image generated by interpolation scheme is composed of the known pixels in input image and the interpolated pixels estimated from the known pixels in input image. So, as the interpolated pixels are estimated to have locality which exists in real images, the magnified image is much closer to the real image. In this paper, an efficient interpolation scheme was proposed to provide locality for the interpolated pixels by using the characteristics of adjacent pixels in input image. The quality of magnified image using the proposed scheme was improved. In experiment, PSNR(Peak Signal to Noise Ratio) was used to evaluate the performance of the proposed scheme. The PSNR's of the magnified images generated by the proposed scheme were greater than those of the magnified images generated by the previous interpolation methods.

Digital film line scratch restoration based on Spatial Information (공간적인 정보 기반의 디지털 필름 스크래치 복원)

  • Kim, Kyung-Tai;Ko, Eun-Chung;Kim, Eun-Yi
    • Proceedings of the Korean Information Science Society Conference
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    • 2007.06c
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    • pp.454-459
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    • 2007
  • 최근 다양한 형태의 멀티미디어의 확산과 영상에 대한 관심이 높아짐에 따라 필름 복원은 많은 사람들로부터 관심을 받고 있는 연구 분야다. 본 논문에서는 스크래치 텍스처 및 형태 특성을 이용하여 모든 종류의 스크래치를 자동으로 검출하고 복원 할 수 있는 방법을 제안한다. 제안된 방법은 손상된 필름에서 자주 발생되는 스크래치의 공간적인 정보를 이용하여 텍스처 분류기와 형태 필터링을 통해 스크래치를 검출 하고, 양선형 보간법을 사용하여 손상된 필름 영역을 주변 픽셀 값을 이용하여 스크래치를 제거 함으로써 영상을 복원한다. 본 논문에서 제안된 방법은 Kokaram의 논문에 제안된 방법보다 다양한 종류의 스크래치를 정확하게 인식하며, 적은 계산 비용임에도 불구하고 양선형 보간법은 스크래치 영역을 제거한다.

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Improved Watermark Embbeding Algorithm Using Directional Prediction and Bilinear Interpolation (방향성 예측과 양선형 보간을 이용한 향상된 워터마크 삽입 방법)

  • Shin, Soo-Yeon;Suh, Jae-Won
    • The Journal of the Korea Contents Association
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    • v.14 no.8
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    • pp.30-39
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    • 2014
  • The proposed watermark embedding algorithm uses histogram of difference image between a modified original image and predicted image. To increase the prediction performance of the predicted image, the reference pixels for prediction are adaptively selected and the other pixels are directionally interpolated with the reference pixels. The simulation result shows that the proposed algorithm gives good performances in the embedding capacity and the PSNR values.

Cataract Extraction of Pet Dog using 8 directional Contour Tacking Method (8 방향 윤곽선 추적 기법을 이용한 애견 백내장 추출)

  • Kim, su-Hyeon;Park, Gi-Baek;Song, Doo Heon;Kim, Kwang Beak
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2015.05a
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    • pp.485-487
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    • 2015
  • 본 논문에서는 애견의 안구 영상을 분석하여 백내장을 추출하는 방법을 제안한다. 제안된 방법은 애견의 영상에서 안구 영역을 선택한 후, 양선형 보간법을 적용하여 선택된 안구 영역을 확대한 후, 퍼지 스트레칭 기법을 적용하여 명암 대비를 강조한다. 강조된 영상에서 이진화 기법과 침식, 팽창기법을 적용하여 잡음 영역을 제거한다. 잡음이 제거된 안구 영역에 8 방향 윤곽선 추적 기법을 적용하여 백내장을 추출한다. 추출된 백내장 부분을 애견의 평균적인 백내장의 크기와 비교 분석하여 백내장 가능성을 도출한다.

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The Analysis of Face Recognition Rate according to Distance and Interpolation using PCA in Surveillance System (감시카메라 시스템에서 PCA에 의한 보간법과 거리별 얼굴인식률 분석)

  • Moon, Hae-Min;Kwak, Keun-Chang;Pan, Sung-Bum
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.21 no.6
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    • pp.153-160
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    • 2011
  • Recently, the use of security surveillance system including CCTV is increasing due to the increase of terrors and crimes. At the same time, interest of face recognition at a distance using surveillance cameras has been increasing. Accordingly, we analyzed the performance of face recognition according to distance using PCA-based face recognition and interpolation. In this paper, we used Nearest, Bilinear, Bicubic, Lanczos3 interpolations to interpolate face image. As a result, we confirmed that existing interpolation have an few effect on performance of PCA-based face recognition and performance of PCA-based face recognition is improved by including face image according to distance in traning data.

An Interpolation Method for a Barrel Distortion Using Nearest Pixels on a Corrected Image (방사왜곡을 고려한 보정 영상 위최근접 화소 이용 보간법)

  • Choi, Changwon;Yi, Joonhwan
    • Journal of the Institute of Electronics and Information Engineers
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    • v.50 no.7
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    • pp.181-190
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    • 2013
  • We propose an interpolation method considering barrel distortion of fisheye lens using nearest pixels on a corrected image. The correction of barrel distortion comprises coordinate transformation and interpolation. This paper focuses on interpolation. The proposed interpolation method uses nearest four coordinates on a corrected image rather than on a distorted image unlike existing techniques. Experimental results show that both subjective and objective image qualities are improved.

Quality Improvement of Interpolated Image Using Weight-Granting Method Based on Median Values Of Local Area (국부 영역 중앙값 기반의 가중치 부여 방법을 이용한 보간 영상의 화질 개선)

  • Kwak, Nae-Joung;Ryu, Sung-Pil;Ahn, Jae-Hyeong;Kwon, Dong-Jin
    • The Journal of the Korea Contents Association
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    • v.7 no.12
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    • pp.346-354
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    • 2007
  • Interpolation methods to get the magnified image from an image with low resolution use known pixels to make an interpolated pixel. This interpolation process usually generates blurred edges and blocking effect in the result image. To improve these defects, conventional methods multiply proper weights reflecting neighborhood pixels and add the values during interpolating process. The proposed method changes input pixels in consideration of information of neighborhood pixels, gets interpolated pixels by using these values and improves the quality of interpolated image. Firstly, we compute difference values of the diagonal directions of a pixel and classify flat regions and complex regions according to these values. If the regions is complex ones, the proposed method changes an original pixel into a new value using a input pixel and a median value of it's neighbor pixels. Therefore, the proposed method applies bilinear method to the original pixels in flat regions and the changed ones in complex regions and produces the interpolated images. We evaluate the performance of the proposed method with existing methods by using PSNR and the quality of enlarged image. The results show that the proposed method improves PSNR in comparing with conventional methods and that is superior to the existing methods in terms of the quality of the interpolated image.