• Title/Summary/Keyword: Image Representation

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Human Iris Recognition using Wavelet Transform and Neural Network

  • Cho, Seong-Won;Kim, Jae-Min;Won, Jung-Woo
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.3 no.2
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    • pp.178-186
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    • 2003
  • Recently, many researchers have been interested in biometric systems such as fingerprint, handwriting, key-stroke patterns and human iris. From the viewpoint of reliability and robustness, iris recognition is the most attractive biometric system. Moreover, the iris recognition system is a comfortable biometric system, since the video image of an eye can be taken at a distance. In this paper, we discuss human iris recognition, which is based on accurate iris localization, robust feature extraction, and Neural Network classification. The iris region is accurately localized in the eye image using a multiresolution active snake model. For the feature representation, the localized iris image is decomposed using wavelet transform based on dyadic Haar wavelet. Experimental results show the usefulness of wavelet transform in comparison to conventional Gabor transform. In addition, we present a new method for setting initial weight vectors in competitive learning. The proposed initialization method yields better accuracy than the conventional method.

A comparison of sensibility image across nations : The evaluation of product image based on the color and concept image scale (국가 간 감성이미지의 비교 연구 : 색채와 언어 이미지 척도를 이용한 제품 이미지의 평가)

  • 신수길;한광희;황상민
    • Science of Emotion and Sensibility
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    • v.1 no.1
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    • pp.161-169
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    • 1998
  • 제품의 “감성이미지”란 제품의 기능과 함께 제품의 전달하는 감각적 요소 그리고 사용자가 제품을 통해 표현하고자 하는 개념적 표상을 통합하는 이미지이다. 감성이미지의 국제 비교 연구는 사용자가 특정 제품에 대해 가지고 있는 이미지를 구가나 문화의 맥락 속에서 해석하고, 이들 이미지를 상호 비교 평가하고자 한다. 생활문하 속에서 사용자들이 제품에 대해 가지는 감성이미지를 계량적으로 규명하고 비교 평가하며, 이 정보를 기초로 각국의 문화와 정서에 적합한 제품 디자인의 모형을 제시하는데 본 연구의 목적이 있다. 구체적인 연구활동으로 다음과 같은 방법이 제시되었다. 먼저, 각 문화 집단을 특징 지울 수 있는 표상개념으로 “언어 이미지” 스케일을 구성하였다. 이 언어 이미지에 대응하는 디자인 요소로 색채를 활용하여, 언어 개념과 색채 요소에 상응하는 자동차 제품의 감성 이미지가 각 문화 집단에 따라 상이하게 나타날 수 있는지를 비교하고자 하였다. 본 연구에서 나타난 각 문화 집단들이 특정 제품에 대해 적용하는 감성 이미지는 언어와 색체 요소로 구체화 될 뿐 아니라, 이들 집단이 형성한 사회적 표상(social representation)의 개념으로 비교될 수 있는 것을 보이고자 하였다.

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Real-time Face Detection and Recognition using Classifier Based on Rectangular Feature and AdaBoost (사각형 특징 기반 분류기와 AdaBoost 를 이용한 실시간 얼굴 검출 및 인식)

  • Kim, Jong-Min;Lee, Woong-Ki
    • Journal of Integrative Natural Science
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    • v.1 no.2
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    • pp.133-139
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    • 2008
  • Face recognition technologies using PCA(principal component analysis) recognize faces by deciding representative features of faces in the model image, extracting feature vectors from faces in a image and measuring the distance between them and face representation. Given frequent recognition problems associated with the use of point-to-point distance approach, this study adopted the K-nearest neighbor technique(class-to-class) in which a group of face models of the same class is used as recognition unit for the images inputted on a continual input image. This paper proposes a new PCA recognition in which database of faces.

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SEMANTIC FEATURE DETECTION FOR REAL-TIME IMAGE TRANSMISSION OF SIGN LANGUAGE AND FINGER SPELLING

  • Hou, Jin;Aoki, Yoshinao
    • Proceedings of the IEEK Conference
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    • 2002.07c
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    • pp.1662-1665
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    • 2002
  • This paper proposes a novel semantic feature detection (SFD) method for real-time image transmission of sign language and finger spelling. We extract semantic information as an interlingua from input text by natural language processing, and then transmit the semantic feature detection, which actually is a parameterized action representation, to the 3-D articulated humanoid models prepared in each client in remote locations. Once the SFD is received, the virtual human will be animated by the synthesized SFD. The experimental results based on Japanese sign langauge and Chinese sign langauge demonstrate that this algorithm is effective in real-time image delivery of sign language and finger spelling.

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An Object Representation System Using Virtual Space Coordinates

  • Ban, Kyeong-Jin;Kim, Jong-Chan;Kim, Eung-Kon
    • Journal of information and communication convergence engineering
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    • v.8 no.4
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    • pp.411-415
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    • 2010
  • Conventional Augmented Reality has used data gloves or markers for smooth interaction between objects and background. This causes inconvenience of use and lower immersion. To build up immersion in Augmented Reality, additional input devices must be removed. For this purpose, accurate recognition of space coordinates is needed even with no attachment of markers. This paper proposes a method to create virtual space coordinates for interaction without wearing additional input devices so as to improve immersion in Augmented Reality. The acquired image was projected to 2D space and vanishing lines were extracted to calculate the virtual space coordinates. Then the sizes of the inserted objects were varied in accordance with the size of the virtual coordinates area based on the image projected onto the 2D coordinates. This resulted in improved immersion. This method can increase the efficiency of object creation by excluding the use of a 3D modeler for creation of 3D objects.

Design of Multimedia data Retrieval System based on MPEG-7 (MPEG-7 기반의 멀티미디어 데이터 검색 시스템 설계)

  • Kim, Kyungl-Soo
    • Convergence Security Journal
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    • v.8 no.4
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    • pp.91-96
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    • 2008
  • An increasing in quantity of multimedia data brought a new problem that expected data should be retrieved fast and exactly. The adequate representation is a key element for the efficient retrieval. For this reason, MPEG-7 standard was established for description of multimedia data in 2001. In this paper, we designed a Audio/Image Retrieval System based on MPEG-7 that can retrieve multimedia data like audio, image efficiently. And we integrated high-level and low-level schemas to retrieve datas for users.

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A Study on Efficient Image Processing and CAD-Vision System Interface (효율적인 화상자료 처리와 시각 시스템과 CAD시스템의 인터페이스에 관한 연구)

  • Park, Jin-Woo;Kim, Ki-Dong
    • Journal of Korean Institute of Industrial Engineers
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    • v.18 no.2
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    • pp.11-22
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    • 1992
  • Up to now, most researches on production automation have concentrated on local automation, e. g. CAD, CAM, robotics, etc. However, to achieve total automation it is required to link each local modules such as CAD, CAM into a unified and integrated system. One such missing link is between CAD and computer vision system. This thesis is an attempt to link the gap between CAD and computer vision system. In this paper, we propose algorithms that carry out edge detection, thinning and pruning from the image data of manufactured parts, which are obtained from video camera and then transmitted to computer. We also propose a feature extraction and surface determination algorithm which extract informations from the image data. The informations are compatible to IGES CAD data. In addition, we suggest a methodology to reduce search efforts for CAD data bases. The methodology is based on graph submatching algorithm in GEFG(Generalized Edge Face Graph) representation for each part.

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Topographic Information Extraction from Kompsat Satellite Stereo Data Using SGM

  • Jang, Yeong Jae;Lee, Jae Wang;Oh, Jae Hong
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.37 no.5
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    • pp.315-322
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    • 2019
  • DSM (Digital Surface Model) is a digital representation of ground surface topography or terrain that is widely used for hydrology, slope analysis, and urban planning. Aerial photogrammetry and LiDAR (Light Detection And Ranging) are main technology for urban DSM generation but high-resolution satellite imagery is the only ingredient for remote inaccessible areas. Traditional automated DSM generation method is based on correlation-based methods but recent study shows that a modern pixelwise image matching method, SGM (Semi-Global Matching) can be an alternative. Therefore this study investigated the application of SGM for Kompsat satellite data of KARI (Korea Aerospace Research Institute). Firstly, the sensor modeling was carried out for precise ground-to-image computation, followed by the epipolar image resampling for efficient stereo processing. Secondly, SGM was applied using different parameterizations. The generated DSM was evaluated with a reference DSM generated by the first pulse returns of the LIDAR reference dataset.

Robust architecture search using network adaptation

  • Rana, Amrita;Kim, Kyung Ki
    • Journal of Sensor Science and Technology
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    • v.30 no.5
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    • pp.290-294
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    • 2021
  • Experts have designed popular and successful model architectures, which, however, were not the optimal option for different scenarios. Despite the remarkable performances achieved by deep neural networks, manually designed networks for classification tasks are the backbone of object detection. One major challenge is the ImageNet pre-training of the search space representation; moreover, the searched network incurs huge computational cost. Therefore, to overcome the obstacle of the pre-training process, we introduce a network adaptation technique using a pre-trained backbone model tested on ImageNet. The adaptation method can efficiently adapt the manually designed network on ImageNet to the new object-detection task. Neural architecture search (NAS) is adopted to adapt the architecture of the network. The adaptation is conducted on the MobileNetV2 network. The proposed NAS is tested using SSDLite detector. The results demonstrate increased performance compared to existing network architecture in terms of search cost, total number of adder arithmetics (Madds), and mean Average Precision(mAP). The total computational cost of the proposed NAS is much less than that of the State Of The Art (SOTA) NAS method.

3D Image Representation Using Color Correction Matrix According to the CCT of a Display (디스플레이 상관 색온도에 따른 색 보정 매트릭스를 이용한 3D 영상 재생)

  • Song, Inho;Kwon, Hyuk-Ju;Kim, Tae-Kyu;Lee, Sung-Hak
    • Journal of Korea Multimedia Society
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    • v.22 no.1
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    • pp.55-61
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    • 2019
  • Almost all 3D displays have a brightness reduction in the 3D mode comparing to the 2D mode. When the brightness is reduced, one of the color attributes, the colorfulness, is decreased. In this case, the viewer feels that the image quality is deteriorated. In this paper, we proposed a method to compensate for the degradation of colorfulness due to brightness reduction in 3D mode for high quality 3D image viewing using the CIECAM02 model and the color correction matrix. As a result of applying the proposed method, we can confirm that the colorfulness is improved in 3D mode.