• Title/Summary/Keyword: sobel edge

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Statistical Tests for Edg Detection (에지 검출을 위한 통계적 검정법)

  • Im, Dong-Hun;Seong, Sin-Hui
    • The Transactions of the Korea Information Processing Society
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    • v.7 no.3
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    • pp.1021-1024
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    • 2000
  • In this paper we describe a nonparametric Wilcoxon test and a parametric Z test based on statistical hypothesis testing for the detection of edges. We use the threshold determined by specifying significance level $\alpha$, while Bovik, Huang and Munson[4] consider the range of possible values of test statistics for the threshold. From the experimental results of edge detection, the Z method performs sensitively to the noisy image, while the Wilcoxon method is robust over both noisy nd noise-free images. Comparison with our statistical tests and Sobel operator shows that our tests perform more effectively in both noisy and noise-free images.

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Efficient variable BBM template for color image's edge detection (칼라영상의 에지 검출을 위한 효율적인 가변 BBM템플릿)

  • 백영현;변오성;문성룡
    • Proceedings of the Korea Multimedia Society Conference
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    • 2003.05b
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    • pp.385-388
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    • 2003
  • 영상의 에지는 입력 영상에 대한 중요 정보들을 가지고 있으며, 에지 추출은 영상인식의 성능을 좌우하는 중요 요소이다. 영상 에지 추출은 영상 분할의 첫 번째 단계이며, 영상의 구성을 결정하기 위해서 화소들을 하나의 영역으로 만드는데 사용되고 있다. 또한 에지 강도를 갖고 있는 모든 에지들을 검출하기 위해 많은 방법들이 제안되었다 기존의 에지 짐출은 흑백영상의 명암도의 변화에 국한되어 있었다 그러나 칼라영상을 이용하여 에지를 추출하는 경우에는 흑백영상보다 이용할 수 있는 정보가 많을 뿐 아니라 인간의 시각체계와도 유사하여 보다 나은 에지 추출을 기대할 수 있다. 본 논문에서는 칼라영상에서 직접적으로 얻을 수 있는 RGB 정보 중 광도를 분리하여 사용하는 YCbCr성분을 이용하여, 기존의 기울기연산자나 표면접합 템플릿에 의한 에지 추출이 아닌 3$\times$3 마스크안의 데이터값의 차에 따라 가변적으로 변하는 BBM템플릿을 제안하였다. 제안된 가변 BBM템플릿은 모의 실험한 결과 기존의 Sobel, Preweet, Roberts 같은 연산 템플릿보다 성능이 우수함을 확인하였다.

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Recognition of Resistor Color Band Using a Color Segmentation in a HSI Color Model (HSI 색상 모델에서 색상 분할을 이용한 저항 색상 밴드 인식)

  • Jung, Min Chul
    • Journal of the Semiconductor & Display Technology
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    • v.18 no.2
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    • pp.67-72
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    • 2019
  • This paper proposes a new method for the recognition of resistor color band using a color segmentation in a HSI color model. The proposed method firstly segments a resistor in a chromatic color as a ROI from a background. Secondly, the color bands of the resistor are segmented by vertical projection profile using both the intensity and the saturation differentiation and finally, it recognizes the colors of the segmented color bands using hue, saturation and intensity values. The final results are the value of the resistor and the names of the recognized color. The proposed method is implemented using C language in Raspberry Pi system with a camera module for a real-time image processing. Experiments were conducted by using various resistor images. The results show that the proposed method is successful for the recognition of resistor color band.

PATN: Polarized Attention based Transformer Network for Multi-focus image fusion

  • Pan Wu;Zhen Hua;Jinjiang Li
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.17 no.4
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    • pp.1234-1257
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    • 2023
  • In this paper, we propose a framework for multi-focus image fusion called PATN. In our approach, by aggregating deep features extracted based on the U-type Transformer mechanism and shallow features extracted using the PSA module, we make PATN feed both long-range image texture information and focus on local detail information of the image. Meanwhile, the edge-preserving information value of the fused image is enhanced using a dense residual block containing the Sobel gradient operator, and three loss functions are introduced to retain more source image texture information. PATN is compared with 17 more advanced MFIF methods on three datasets to verify the effectiveness and robustness of PATN.

Real-time judging distance of the stereo vision by Edge Detection (외곽 검출을 통한 스테레오 비전의 실시간 거리 측정)

  • Hwang, Jin;Park, Tae-O;Lee, Bae-Ho
    • Proceedings of the Korea Information Processing Society Conference
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    • 2007.11a
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    • pp.80-82
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    • 2007
  • 외곽 검출을 통한 스테레오 비전의 실시간 거리 측정을 제안하였다. 주차 시스템이나 이동 로봇의 경로 설정에 있어 실시간으로 거리 측정이 중요시 되고, 이를 해결하기 위하여 인간의 시각에 가까운 평행 축 상의 두 대의 카메라에서 취득된 영상을 이용한다. 카메라에서 얻은 영상으로부터 외곽을 추출하기 위해 Sobel Mask를 사용하였으며, 좌 우 구분을 위해 색 변환과 영상 정보로부터 거리를 측정하기 위해 영상 등록 과정을 거치고 거리 측정을 하였다. 거리 측정의 결과 2.4%의 오차율을 보였으며 이는 로봇의 이동 간에 적용할 경우 양호한 결과를 얻을 수 있을 것이다.

A New Face Detection Method using Combined Features of Color and Edge under the illumination Variance (컬러와 에지정보를 결합한 조명변화에 강인한 얼굴영역 검출방법)

  • 지은미;윤호섭;이상호
    • Journal of KIISE:Software and Applications
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    • v.29 no.11
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    • pp.809-817
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    • 2002
  • This paper describes a new face detection method that is a pre-processing algorithm for on-line face recognition. To complement the weakness of using only edge or rotor features from previous face detection method, we propose the two types of face detection method. The one is a combined method with edge and color features and the other is a center area color sampling method. To prevent connecting the people's face area and the background area, which have same colors, we propose a new adaptive edge detection algorithm firstly. The adaptive edge detection algorithm is robust to illumination variance so that it extracts lots of edges and breakouts edges steadily in border between background and face areas. Because of strong edge detection, face area appears one or multi regions. We can merge these isolated regions using color information and get the final face area as a MBR (Minimum Bounding Rectangle) form. If the size of final face area is under or upper threshold, color sampling method in center area from input image is used to detect new face area. To evaluate the proposed method, we have experimented with 2,100 face images. A high face detection rate of 96.3% has been obtained.

Automatic Lip Reading Experiment by the Analysis of Edge (에지 분석에 의한 자동 독화 실험)

  • Lee, Kyong-Ho;Kum, Jong-Ju;Rhee, Sang-Bum
    • Journal of the Korea Computer Industry Society
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    • v.9 no.1
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    • pp.21-28
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    • 2008
  • In this paper, the edge parameters were drawn from speaking image around lip and effective automatic lip reading system to recognize the Korean 'a/e/i/o/u' 5 owels were constructed using the parameter. Speaking images around lip were divided into $5{\times}5$ pane. In each pane the number of digital edge element using Sobel operator were evaluated. The observational error between samples was corrected by using normalization method and the normalized value is used for parameter In the experiment to convince the strength of parameter, 50 normal persons were sampled. The images of 10 persons were analyzed and the images of another 40 persons were experimented for recognition. 500 data are gathered and analyzed. Based on this analysis, the neural net system is constructed and the recognition experiments are performed for 400 data. The neural net system gave the best recognition result of 91.1%.

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Adaptive Extended Bilateral Motion Estimation Considering Block Type and Frame Motion Activity (블록의 성질과 프레임 움직임을 고려한 적응적 확장 블록을 사용하는 프레임율 증강 기법)

  • Park, Daejun;Jeong, Jechang
    • Journal of Broadcast Engineering
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    • v.18 no.3
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    • pp.342-348
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    • 2013
  • In this paper, a novel frame rate up conversion (FRUC) algorithm using adaptive extended bilateral motion estimation (AEBME) is proposed. Conventionally, extended bilateral motion estimation (EBME) conducts dual motion estimation (ME) processes on the same region, therefore involves high complexity. However, in this proposed scheme, a novel block type matching procedure is suggested to accelerate the ME procedure. We calculate the edge information using sobel mask, and the calculated edge information is used in block type matching procedure. Based on the block type matching, decision will be made whether to use EBME. Motion vector smoothing (MVS) is adopted to detect outliers and correct outliers in the motion vector field. Finally, overlapped block motion compensation (OBMC) and motion compensated frame interpolation (MCFI) are adopted to interpolate the intermediate frame in which OBMC is employed adaptively based on frame motion activity. Experimental results show that this proposed algorithm has outstanding performance and fast computation comparing with EBME.

Design and Implementation of Multiple View Image Synthesis Scheme based on RAM Disk for Real-Time 3D Browsing System (실시간 3D 브라우징 시스템을 위한 램 디스크 기반의 다시점 영상 합성 기법의 설계 및 구현)

  • Sim, Chun-Bo;Lim, Eun-Cheon
    • The Journal of the Korea Contents Association
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    • v.9 no.5
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    • pp.13-23
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    • 2009
  • One of the main purpose of multiple-view image processing technology is support realistic 3D image to device user by using multiple viewpoint display devices and compressed data restoration devices. This paper proposes a multiple view image synthesis scheme based on RAM disk which makes possible to browse 3D images generated by applying effective composing method to real time input stereo images. The proposed scheme first converts input images to binary image. We applies edge detection algorithm such as Sobel algorithm and Prewiit algorithm to find edges used to evaluate disparities from images of 4 multi-cameras. In addition, we make use of time interval between hardware trigger and software trigger to solve the synchronization problem which has stated ambiguously in related studies. We use a unique identifier on each snapshot of images for distributed environment. With respect of performance results, the proposed scheme takes 0.67 sec in each binary array. to transfer entire images which contains left and right side with disparity information for high quality 3D image browsing. We conclude that the proposed scheme is suitable for real time 3D applications.

Colormap Construction and Combination Method between Colormaps (컬러맵의 생성과 컬러맵간의 결합 방법)

  • Kim, Jin-Hong;Jo, Cheol-Hyo;Kim, Du-Yeong
    • The Transactions of the Korea Information Processing Society
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    • v.1 no.4
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    • pp.541-550
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    • 1994
  • A true color image is needed many data on the occasion of the transmission and storage. Therefore, we want to describe color image by a minority data without unreasonableness at eyesight. In this paper, it is presented 256 colormap construction method in RGB, YIQ/YUV space and common colormap expression method at merge between colormaps by reason of dissimilar original color image to display at a monitor for each other colormap at the same time. In comparison with processed result in RGB, YIQ/YUV space, it was measured by PSNR, standard variation, and edge preservation rate using sobel operator. Process time is 3second in colormap construction and 2second in merge between colormaps. In the PSNR value, RGB space has higher 0.15, 0.34 on an average than YIQ and YUV spae. Standard variation has lower in 0.15, 0.41 on an average than Yiq and YUV space. But in the data compression, YIQ/YUV space have about 1/3 compression efficiency than RGB space by reason of use to only 4bit of 8bit in color component.

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