• 제목/요약/키워드: image analysis algorithm

검색결과 1,480건 처리시간 0.026초

Viewpoint Invariant Person Re-Identification for Global Multi-Object Tracking with Non-Overlapping Cameras

  • Gwak, Jeonghwan;Park, Geunpyo;Jeon, Moongu
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권4호
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    • pp.2075-2092
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    • 2017
  • Person re-identification is to match pedestrians observed from non-overlapping camera views. It has important applications in video surveillance such as person retrieval, person tracking, and activity analysis. However, it is a very challenging problem due to illumination, pose and viewpoint variations between non-overlapping camera views. In this work, we propose a viewpoint invariant method for matching pedestrian images using orientation of pedestrian. First, the proposed method divides a pedestrian image into patches and assigns angle to a patch using the orientation of the pedestrian under the assumption that a person body has the cylindrical shape. The difference between angles are then used to compute the similarity between patches. We applied the proposed method to real-time global multi-object tracking across multiple disjoint cameras with non-overlapping field of views. Re-identification algorithm makes global trajectories by connecting local trajectories obtained by different local trackers. The effectiveness of the viewpoint invariant method for person re-identification was validated on the VIPeR dataset. In addition, we demonstrated the effectiveness of the proposed approach for the inter-camera multiple object tracking on the MCT dataset with ground truth data for local tracking.

호흡기 내 주기적 공기유동에 대한 PIV 계측 (The PIV Measurements on the Respiratory Gas Flow in the Human Airway)

  • 김성균
    • 대한기계학회논문집B
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    • 제30권11호
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    • pp.1051-1056
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    • 2006
  • The mean and RMS velocity field of the respiratory gas flow in the human airway was studied experimentally by particle image velocimetry (PIV). Some researchers investigated the airflow for the mouth breathing case both experimentally and numerically. But it is very rare to investigate the airflow of nose breathing in a whole airway due to its geometric complexity. We established the procedure to create a transparent rectangular box containing a model of the human airway for PIV measurement by combination of the RP and the curing of clear silicone. We extend this to make a whole airway including nasal cavities, larynx, trachea, and 2 generations of bronchi. The CBC algorithm with window offset (64 $\times$ 64 to 32 $\times$ 32) is used for vector searching in PIV analysis. The phase averaged mean and RMS velocity distributions in Sagittal and coronal planes are obtained for 7 phases in a respiratory period. Some physiologic conjectures are obtained. The main stream went through the backside of larynx and trachea in inspiration and the frontal side in expiration. There exist vortical motions in inspiration, but no prominent one in expiration.

Automatic Multileaf Collimation Quality Assurance for IMRT using Electronic Portal Imaging

  • Jin, Ho-Sang;Jason W. Sohn;Suh, Tae-Suk
    • 한국의학물리학회:학술대회논문집
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    • 한국의학물리학회 2002년도 Proceedings
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    • pp.305-308
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    • 2002
  • More complex radiotherapy techniques using multi leaf collimation(MLC) such as intensity-modulated radiation therapy(IMRT) has been increasing the significance of verification of leaf position and motion. Due to the reliability and robustness, quality assurance(QA) of MLC is usually performed with portal films. However, the advantage of ease of use and capability of providing digital data of electronic portal imaging devices(EPIDs) have attracted many attentions as alternatives of films for routine quality assurance in spite of the concerns about their clinical feasibility, efficacy, and the cost to benefit ratio. In our work, the method of routine QA of MLC using electronic portal imaging(EPI) was developed. The verification of availability of EPI images for routine QA was performed by comparison with those of the portal films which were simultaneously obtained when radiation was delivered and known prescription input to MLC controller. Specially designed test patterns of dynamic MLC were applied to image acquisition. Quantitative off-line analysis using edge detection algorithm enhanced the verification procedure in addition to on-line qualitative visual assessment. In conclusion, the EPI is available enough for routine QA with the accuracy of portal films.

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시각적 편안함을 위한 입체적 삼차원 영상 편집 방법 (Stereoscopic 3D Video Editing Method for Visual Comfort)

  • 김정언;강행봉
    • 한국멀티미디어학회논문지
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    • 제19권4호
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    • pp.706-716
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    • 2016
  • Each year, significant amounts of Stereoscopic 3D(S3D) contents have been introduced. However, viewers who enjoy the contents readily experience a sense of fatigue on account of various factors. Consequently, many improvement studies have been conducted with the domain of disparity by, for example, simply controlling the disparity or optimizing the reaction speed of viewers' eyes to vergence. However, such studies are limited to the disparity domain and therefore are restricted to a limited number of applications. In this study, we attempted to transcend this limitation and analyzed how a reconstruction in color and brightness, as well as disparity and other important features, affects eyes in terms of vergence adaptation. As a result, we found that, the higher the color similarity is, the better it positively affects vergence adaptation during viewing. Based on this analysis, we propose in this paper a similar color extraction method between takes that are applicable to real-life situations. In an evaluation, the algorithm was applied to publicly available S3D contents and produced a converted color optimized image. The vergence adaptation time of this applied contents was significantly decreased. Also it was minimized through color reconstruction, thereby, being resulted in enhancing viewer concentration.

THE LAND COVER MAPPING IN NORTH KOREA USING MODIS IMAGE;THE CLASSIFICATION ACCURACY ENHANCEMENT FOR INACCESSIBLE AREA USING GOOGLE EARTH

  • Cha, Su-Young;Park, Chong-Hwa
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2007년도 Proceedings of ISRS 2007
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    • pp.341-344
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    • 2007
  • A major obstacle to classify and validate Land Cover maps is the high cost of generating reference data or multiple thematic maps for subsequent comparative analysis. In case of inaccessible area such as North Korea, the high resolution satellite imagery may be used as in situ data so as to overcome the lack of reliable reference data. The objective of this paper is to investigate the possibility of utilizing QuickBird (0.6m) of North Korea obtained from Google Earth data provided thru internet. Monthly NDVI images of nine months from the summer of 2004 were classified into L=54 cluster using ISODATA algorithm, and these L clusters were assigned to 7 classes; coniferous forest, deciduous forest, mixed forest, paddy field, dry field, water and built-up area. The overall accuracy and Kappa index were 85.98% and 0.82, respectively, which represents about 10% point increase of classification accuracy than our previous study based on GCP point data around North Korea. Thus we can conclude that Google Earth may be used to substitute the traditional in situ data collection on the site where the accessibility is severely limited.

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담금질 모사기법을 이용한 성분대입기반 영상융합 알고리즘의 평가 (The comparative analysis of component-substitution based image fusion algorithm by simulated annealing)

  • 최재완;김혜진;김용일
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2008년도 춘계학술대회 논문집
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    • pp.74-79
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    • 2008
  • 영상 융합은 센서의 자료 저장 능력과 센서에 들어오는 방사에너지 감지의 한계를 해결하고 고해상도의 멀티스펙트럴 영상을 생성할 수 있다는 측면에서 중요한 의의를 지닌다. 특히, 성분대입(component-substitution) 기반의 영상융합 기법은 대용량의 자료를 빠르게 처리할 수 있고, 융합된 영상의 분광왜곡이 적다는 장점을 지니고 있다. 본 연구에서는 최적화기법 중의 하나인 담금질 모사기법(Simulated Annealing, SA)을 이용하여 다양한 성분대입 기반 영상융합 알고리즘들을 분석 및 평가하였다. 담금질 모사기법은 원하는 목적함수가 지역적 최소값이 아닌 광역적 최소값에 수렴이 가능하도록 하는 기법으로 다양한 분야에서의 광역 최적화 기법에 사용된다. 융합 기법의 최적화된 변수를 추출하기 위하여 인위적으로 공간해상도를 낮춘 위성영상을 입력자료로, 원 멀티스펙트럴영상을 참조자료로 사용하였으며, 두 영상간의 분광유사 척도를 담금질 모사 기법의 목적 함수로 구성하였다. 이를 통해 해당 목적함수의 광역적 최소값을 추출하고, 최종적으로 해당 영상에 융합 기법 별 최적화된 변수를 결정하였다. 제안된 최적화 변수의 평가를 위하여 IKONOS 위성영상에 융합을 적용하고, 알고리즘별 분광왜곡량을 비교하였으며 이를 통하여 고해상도 위성영상에 가장 적합한 성분대입 기반 영상융합 기법 및 그에 따른 최적화 변수를 도출할 수 있었다.

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Pan-sharpening Effect in Spatial Feature Extraction

  • Han, Dong-Yeob;Lee, Hyo-Seong
    • 대한원격탐사학회지
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    • 제27권3호
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    • pp.359-367
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    • 2011
  • A suitable pan-sharpening method has to be chosen with respect to the used spectral characteristic of the multispectral bands and the intended application. The research on pan-sharpening algorithm in improving the accuracy of image classification has been reported. For a classification, preserving the spectral information is important. Other applications such as road detection depend on a sharp and detailed display of the scene. Various criteria applied to scenes with different characteristics should be used to compare the pan-sharpening methods. The pan-sharpening methods in our research comprise rather common techniques like Brovey, IHS(Intensity Hue Saturation) transform, and PCA(Principal Component Analysis), and more complex approaches, including wavelet transformation. The extraction of matching pairs was performed through SIFT descriptor and Canny edge detector. The experiments showed that pan-sharpening techniques for spatial enhancement were effective for extracting point and linear features. As a result of the validation it clearly emphasized that a suitable pan-sharpening method has to be chosen with respect to the used spectral characteristic of the multispectral bands and the intended application. In future it is necessary to design hybrid pan-sharpening for the updating of features and land-use class of a map.

Luster Properties of Polyester Micro-fiber Circular-Knitted Fabric and Fiber Luster Simulation

  • Jung, Jae-Myong;Kim, Jong-Jun;Jeon, Dong-Won
    • 패션비즈니스
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    • 제7권3호
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    • pp.60-70
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    • 2003
  • Textile scientists have regarded the material appearance of natural fibers, especially that of silk or wool fibers, as the benchmark for reinventing the look and feel of the long term, friendly companion of mankind. The appearances or textures of the materials surrounding us in everyday life have long been interesting topics to many people.from scholars to painters. Even the simplest questions may require careful pondering. Why is the silk fabric so lustrous with subtlety? Recently, appearance models have become increasingly important in textile products. They are needed to model and simulate different models. In this study, the optical characteristics of filament yarns and knitted fabrics were investigated using images taken at various angles and illumination conditions. Then the images were analyzed using some image analysis techniques, such as thresholding and measuring luster blobs. The anisotropic nature of the filamentous specimens was studied based on the images acquired at different incident illumination and observing angles with several alignment positions of the fabric specimens. A few cylindrical models were generated using commercially available software, Rhinoceros, and then on the models, a ray-tracing algorithm based on a software, POV-Ray, was applied to simulate the appearance or lustrous images of the monofilament models.

얼굴과 헤어영역의 기하학적 정보를 이용한 얼굴 검출 (Face Detection Using Geometrical Information of Face and Hair Region)

  • 이우람;황동국;전병민
    • 한국통신학회논문지
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    • 제34권2C호
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    • pp.194-199
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    • 2009
  • 본 논문은 영상의 얼굴과 헤어영역이 가지는 기하학적 정보를 이용한 얼굴 검출 알고리즘을 제안한다. 영상에서 얼굴과 헤어영역은 기하학적으로 인접하는 특성을 가지고 있고, 이러한 특성은 정면을 향하는 얼굴뿐만 아니라 회전된 얼굴이나 옆얼굴에서도 존재한다. 따라서 이러한 특징은 얼굴 검출을 위하여 사용 될 수 있다. 제안한 알고리즘은 우선 영상에서 컬러정보를 이용하여 영상내의 피부영역과 헤어영역을 검출한다. 이렇게 검출된 피부영역의 특징을 분석하여 여러 피부영역 중 얼굴 후보영역을 찾는다. 이후 얼굴 후보영역과 헤어영역 사이의 교차영역을 생성한다. 마지막으로 검출된 여러 얼굴 후보영역 중 교차영역을 포함하고 있는 영역을 얼굴로 판단한다. 실험 결과는 정면 및 측면 얼굴 영상뿐만 아니라 기하학적으로 왜곡된 영상에서도 높은 검출률을 보였다.

Spectral Reflectivity Recovery from Tristimulus Values Using 3D Extrapolation with 3D Interpolation

  • Kim, Bog G.;Werner, John S.;Siminovitch, Michael;Papamichael, Kostantinos;Han, Jeongwon;Park, Soobeen
    • Journal of the Optical Society of Korea
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    • 제18권5호
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    • pp.507-516
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    • 2014
  • We present a hybrid method for spectral reflectivity recovery, using 3D extrapolation as a supplemental method for 3D interpolation. The proposed 3D extrapolation is an extended version of 3D interpolation based on the barycentric algorithm. It is faster and more accurate than the conventional spectral-recovery techniques of principal-component analysis and nonnegative matrix transformation. Four different extrapolation techniques (based on nearest neighbors, circumcenters, in-centers, and centroids) are formulated and applied to recover spectral reflectivity. Under the standard conditions of a D65 illuminant and 1964 $10^{\circ}$ observer, all reflectivity data from 1269 Munsell color chips are successfully reconstructed. The superiority of the proposed method is demonstrated using statistical data to compare coefficients of correlation and determination. The proposed hybrid method can be applied for fast and accurate spectral reflectivity recovery in image processing.