• Title/Summary/Keyword: image information theory

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Image Segmentation Using an Extended Fuzzy Clustering Algorithm (확장된 퍼지 클러스터링 알고리즘을 이용한 영상 분할)

  • 김수환;강경진;이태원
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.29B no.3
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    • pp.35-46
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    • 1992
  • Recently, the fuzzy theory has been adopted broadly to the applications of image processing. Especially the fuzzy clustering algorithm is adopted to image segmentation to reduce the ambiguity and the influence of noise in an image.But this needs lots of memory and execution time because of the great deal of image data. Therefore a new image segmentation algorithm is needed which reduces the memory and execution time, doesn't change the characteristices of the image, and simultaneously has the same result of image segmentation as the conventional fuzzy clustering algorithm. In this paper, for image segmentation, an extended fuzzy clustering algorithm is proposed which uses the occurence of data of the same characteristic value as the weight of the characteristic value instead of using the characteristic value directly in an image and it is proved the memory reduction and execution time reducted in comparision with the conventional fuzzy clustering algorithm in image segmentation.

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Quality measures of Fingerprint images using the orientation (방향 정보를 이용한 지문 영상의 품질 측정)

  • 이상훈;임덕선;김재희
    • Proceedings of the IEEK Conference
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    • 2003.07e
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    • pp.1867-1870
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    • 2003
  • Since degraded region of input image can cause false minutiae which lead to decrease identification performance, use minutiae belong to only good quality to ensure true minutiae. This paper suggests image quality measuring method with respect to local and global orientation of ridges. In order to verify a suggested method, PDFs of quality indices derived by local and global feature are computed and then, classifying each image block using Bayesian decision theory.

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All Phase Discrete Sine Biorthogonal Transform and Its Application in JPEG-like Image Coding Using GPU

  • Shan, Rongyang;Zhou, Xiao;Wang, Chengyou;Jiang, Baochen
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.10 no.9
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    • pp.4467-4486
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    • 2016
  • Discrete cosine transform (DCT) based JPEG standard significantly improves the coding efficiency of image compression, but it is unacceptable event in serious blocking artifacts at low bit rate and low efficiency of high-definition image. In the light of all phase digital filtering theory, this paper proposes a novel transform based on discrete sine transform (DST), which is called all phase discrete sine biorthogonal transform (APDSBT). Applying APDSBT to JPEG scheme, the blocking artifacts are reduced significantly. The reconstructed image of APDSBT-JPEG is better than that of DCT-JPEG in terms of objective quality and subjective effect. For improving the efficiency of JPEG coding, the structure of JPEG is analyzed. We analyze key factors in design and evaluation of JPEG compression on the massive parallel graphics processing units (GPUs) using the compute unified device architecture (CUDA) programming model. Experimental results show that the maximum speedup ratio of parallel algorithm of APDSBT-JPEG can reach more than 100 times with a very low version GPU. Some new parallel strategies are illustrated in this paper for improving the performance of parallel algorithm. With the optimal strategy, the efficiency can be improved over 10%.

A study on classification accuracy improvements using orthogonal summation of posterior probabilities (사후확률 결합에 의한 분류정확도 향상에 관한 연구)

  • 정재준
    • Spatial Information Research
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    • v.12 no.1
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    • pp.111-125
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    • 2004
  • Improvements of classification accuracy are main issues in satellite image classification. Considering the facts that multiple images in the same area are available, there are needs on researches aiming improvements of classification accuracy using multiple data sets. In this study, orthogonal summation method of Dempster-Shafer theory (theory of evidence) is proposed as a multiple imagery classification method and posterior probabilities and classification uncertainty are used in calculation process. Accuracies of the proposed method are higher than conventional classification methods, maximum likelihood classification(MLC) of each data and MLC of merged data sets, which can be certified through statistical tests of mean difference.

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Development of a 1-Chip Application-Specific DSP for the Next Generation FAX Image Processing (차세대 팩스 영상처리를 위한 1-Chip Application-Specific DSP 기법)

  • 김재호;강구수;김서규;이진우;이방원;김윤수;조석팔;하성한
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.31B no.4
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    • pp.30-39
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    • 1994
  • A 1-chip high quality binarizing VLSI image processor (which has 8 bit ADC. 6 bit flash ADC, 15K standard cell, and 1K word ROM) based on 10 MIPS 16 bit DSP is implemented for FAX. This image processor(IP) performs image pre-processing. image quality improvement in copying and sending mode, and mixed image processing based on the fuzzy theory. And smoothing in sub-scan direction is applied for normal receiving mode data so the received data is enhanced like fine mode data. Each algorithm is processed with the same type of image processing window and 2-D image processing is implemented with a 1-D line buffer. The fabricated chip is applied to a FAX machine and image quality improvement is verified.

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Localization of 3D Spatial Information from Single Omni-Directional Image (단일 전방향 영상을 이용한 공간 정보의 측정)

  • Kang Hyun-Deok;Jo Kang-Hyun
    • Journal of Institute of Control, Robotics and Systems
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    • v.12 no.7
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    • pp.686-692
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    • 2006
  • This paper shows the calculation of 3D geometric information such as height, direction and distance under the constraints of a catadioptric camera system. The catadioptric camera system satisfies the single viewpoint constraints adopting hyperboloidal mirror. To calculate the 3D information with a single omni-directional image, the points are assumed to lie in perpendicular to the ground. The infinite plane is also detected as a circle from the structure of the mirror and camera. The analytic experiments verify the correctness of theory using real images taken in indoor environments like rooms or corridors. Thus, the experimental results show the applicability to calculate the 3D geometric information using single omni-directional images.

Development of a Drowsiness Detection System using Retinex Theory and Edge Information (레티넥스 이론과 에지를 이용한 졸음 감지 시스템 개발)

  • Kang, Su Min;Huh, Kyung Moo;Lee, Seung-ha
    • Journal of Institute of Control, Robotics and Systems
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    • v.22 no.9
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    • pp.699-704
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    • 2016
  • In this paper, we propose a development method for a drowsiness detection system using retinex theory and edge information for vehicle safety. Detection of a drowsy state of a driver is very important because the drowsiness of driver is often the main cause of many car accidents. After acquiring an image of the entire face, we executed the pre-process step using the retinex theory. We then applied a technique for the detection of the white pixels using edge information. Experimental results showed that the proposed method improved the accuracy of detecting drowsiness to nearly 98%, and can be used to prevent a car accident caused by the driver's drowsiness.

Image Restoration Strategy for the Crisis Management of a Political Party: A Case Study of Presidential Impeachment (정당의 위기관리를 위한 이미지 회복 전략: 노무현 대통령 탄핵 사건을 중심으로)

  • Lee, Soo-Bum;Kim, Soo-Jung;Kim, Yoo-Hoon;Chung, Su-Ah
    • Korean journal of communication and information
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    • v.29
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    • pp.189-231
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    • 2005
  • This study examined image restoration strategies of political parties regarding the Presidential impeachment In Korea. The analytic framework of this study was Benoit's rhetorical theory of image restoration strategies. Results showed that both Hanara Party and Minju Party used attack accuser as a major image restoration strategy. However, Hanara Party changed their strategies from attack accuser to future oriented. Thus, Hanara Party's image restoration strategy successfully applied Coombs theory, which future oriented strategy was good for an organization of the high responsibility in the context of crisis situation.

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Quadtree Based Infrared Image Compression in Wavelet Transform Domain (웨이브렛 변환 영역에서 쿼드트리 기반 적외선 영상 압축)

  • 조창호;이상효
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.3C
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    • pp.387-397
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    • 2004
  • The wavelet transform providing both of the frequency and spatial information of an image is proved to be very much effective for the compression of images, and recently lot of studies on coding algorithms for images decomposed by the wavelet transform together with the multi-resolution theory are going on. This paper proposes a quadtree decomposition method of image compression applied to the images decomposed by wavelet transform by using the correlations between pixels and '0'data grouping. Since the coefficients obtained by the wavelet transform have high correlations between scales and high concentrations, the quadtree method can reduce the data quantity effectively. the experimental infrared image with 256${\times}$256 size and 8〔bit〕, was used to compare the performances of the existing and the proposed compression methods.

Color Compensation of an Underwater Imaging System Using Electromagnetic Wave Propagation

  • Inoue, Kotaro;Lee, Min-Chul;Kim, Cheol-Su;Cho, Myungjin
    • Journal of information and communication convergence engineering
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    • v.14 no.3
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    • pp.200-206
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    • 2016
  • Images can be obtained by collecting rays from objects. The characteristics of electromagnetic wave propagation depend on the medium. In particular, in an underwater imaging system, the interface between air and water must be considered. Further, reflection and transmission coefficients can be found by using electromagnetic theory. Because of the fact that the values of these coefficients differ according to the media, the recorded light intensities will change. A color image sensor has three different color channels. Therefore, the reflection and transmission coefficients have to be calculated individually. Thereafter, by using these coefficients, we can compensate for the color information of underwater objects. In this paper, we present a method to compensate for the color information of underwater objects by using electromagnetic wave propagation theory. To prove our method, we conducted optical experiments and evaluated the quality of the compensated image by a metric known as mean square error.