• Title/Summary/Keyword: 수치영상처리

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Kernel-Based Video Frame Interpolation Techniques Using Feature Map Differencing (특성맵 차분을 활용한 커널 기반 비디오 프레임 보간 기법)

  • Dong-Hyeok Seo;Min-Seong Ko;Seung-Hak Lee;Jong-Hyuk Park
    • KIPS Transactions on Software and Data Engineering
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    • v.13 no.1
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    • pp.17-27
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    • 2024
  • Video frame interpolation is an important technique used in the field of video and media, as it increases the continuity of motion and enables smooth playback of videos. In the study of video frame interpolation using deep learning, Kernel Based Method captures local changes well, but has limitations in handling global changes. In this paper, we propose a new U-Net structure that applies feature map differentiation and two directions to focus on capturing major changes to generate intermediate frames more accurately while reducing the number of parameters. Experimental results show that the proposed structure outperforms the existing model by up to 0.3 in PSNR with about 61% fewer parameters on common datasets such as Vimeo, Middle-burry, and a new YouTube dataset. Code is available at https://github.com/Go-MinSeong/SF-AdaCoF.

A Study on the Treatment of Sink for Hydrological Geographic Analysis in DEM (수문지형분석을 위한 DEM에서의 sink 처리에 관한 연구)

  • Kim, Kyung Tak;Choi, Yun Seok;Kim, Joo Hun
    • Proceedings of the Korea Water Resources Association Conference
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    • 2004.05b
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    • pp.819-823
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    • 2004
  • 수자원 분야에서 DEM을 이용하여 유역의 수문학적 지형인자를 추출하기 위해서는 DEM으로부터 하천망을 추출하고, 유역을 분할하며 이를 이용하여 유역 범위 내에서 지형인자를 계산하는 일련의 과정이 필요하다. 이때 사용되는 기초 자료인 DEM은 최종 결과물인 유역의 지형인자에 영향을 미치게 되며, 따라서 지표면의 수리${\cdot}$수문 현상을 가장 적절히 표현할 수 있는 DEM을 수문학적으로 어떻게 처리할 것인가가 중요한 문제이다. 수치지도의 등고선이나 영상으로부터 추출된 DEM을 그대로 유역 분석에 이용할 경우 지표면 흐름 모의에 장애를 초래하는 sink나 flat area와 같은 오류를 다수 포함하고 있다 그러므로 이러한 오류들을 합리적인 방법으로 제거하는 과정이 필요하다. 본 연구에서는 DEM을 이용하여 유역의 수문학적 지형인자를 계산하기 위해 DEM이 가지고 있는 오류 중 sink를 제거하는 기술을 개발하였다. 본 연구에서 구현한 sink 제거 기술을 이용하여 실제 유역의 DEM에서 sink를 제거하고, 그 결과를 Arc Hydro와 WMS v6.1과 비교하여 적용된 sink 처리 알고리즘의 타당성과 적용성을 검토하였다. Sink 제거 기능의 효율성과 오류 수정후의 DEM에서 추출된 하천망의 형태적 특성 및 실제하천과의 유사성에 대하여 검토한 결과 유역의 모든 sink가 양호하게 보정되었으며 보정된 DEM을 이용하여 추출된 하천망 또한 국외의 Arc Hydro 및 WMS v6.1과 유사한 결과를 나타내고 있다.

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Building Boundary Extraction from Airborne LIDAR Data (항공 라이다자료를 이용한 건물경계추출에 관한 연구)

  • Lee, Suk Kun
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.28 no.6D
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    • pp.923-929
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    • 2008
  • Due to the increasing need for 3D spatial data, modeling of topography and artificial structures plays an important role in three-dimensional Urban Analysis. This study suggests a methodology for solving the problem of calculation for the extraction of building boundary, minimizing the user's intervention, and automatically extracting building boundary, using the LIDAR data. The methodology suggested in this study is characterized by combining the merits of the point-based process and the image-based process. The procedures for extracting building boundary are three steps: 1) LIDAR point data are interpolated to extract approximately building region. 2) LIDAR point data are triangulated in each individual building area. 3) Extracted boundary of each building is then simplified in consideration of its area, minimum length of building.The performance of the developed methodology is evaluated using real LIDAR data. Through the experiment, the extracted building boundaries are compared with digital map.

Measurement Algorithms of Sizing removed state using Image Process And Development of Carbon fibers with Electromagnetic shielding Performance (영상처리를 이용한 사이징 제거 상태 측정 알고리즘과 전자파 차폐 성능을 갖는 탄소 섬유 개발)

  • Cho, Joon-Ho;Jeon, Kwan-Goo
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.2
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    • pp.95-101
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    • 2017
  • In this paper, the sizing removal condition for the pretreatment of composite materials is obtained numerically by applying an image processing algorithm and nickel-plated carbon fiber is fabricated by a dry process method to enhance its electromagnetic shielding performance. Sizings that are wrapped in a polymer type material during the manufacturing of carbon fiber should be removed for dry coating. A numerical value, that is the correlation, can be obtained by determining the regular pattern of the carbon fiber in the image taken by a scanning electron microscope (SEM) after the sizing is removed. The application of the proposed numerical method to the SEM image of the fiber after the sizing is removed with solution, compressed air, solution and compressed air (hybrid), showed that this method of eliminating the sizing is superior to the hybrid method. Then, by spreading the carbon fiber roll with the sizing removed, we were able to produce nickel plated carbon fiber by the roll-to-roll sputtering method. The electromagnetic shielding performance of the fabricated 30, 40 and 100 nickel coated carbon fibers was measured. The Korea Advanced Institute of Science and Technology evaluated the electromagnetic shielding performance of the 100 nickel-coated carbon fiber to have a maximum value of 73.2 (dB) and a minimum value of 66.7 (dB). This is similar to the electromagnetic shielding rate of copper and shows that this material can be used as a cable for EV / HEV automobiles.

The Application of GIS for the Prediction of Landslide-Potential Areas (산사태의 발생가능지 예측을 위한 GIS의 적용)

  • Lee, Jin-Duk;Yeon, Sang-Ho;Kim, Sung-Gil;Lee, Ho-Chan
    • Journal of the Korean Association of Geographic Information Studies
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    • v.5 no.1
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    • pp.38-47
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    • 2002
  • This paper demonstrates a regional analysis of landslide occurrence potential by applying geographic information system to the Kumi City selected as a pilot study area. The estimate criteria related to natural and humane environmental factors which affect landslides were first established. A slope map and a aspect map were extracted from DEM, which was generated from the contour layers of digital topographic maps, and a NDVI vegetation map and a land cover map were obtained through satellite image processing. After the spatial database was constructed, indexes of landslide occurrence potential were computed and then a few landslide-potential areas were extracted by an overlay method. It was ascertained that there are high landslide-potential at areas of about 30% incline, aspects including either south or east at least, adjacent to water areas or pointed end of the water system, in or near fault zones, covered with medium vegetable. For more synthetic and accurate analysis, soil data, forest data, underground water level data, meteorological data and so on should be added to the spatial database.

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A Water Quality Management System at Mokhyun Stream Watershed Using GIS and RS (GIS와 RS를 이용한 목현천 수질관리 정보체계)

  • Lee, In Soo;Lee, Kyoo Seock
    • Journal of Environmental Impact Assessment
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    • v.8 no.4
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    • pp.1-12
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    • 1999
  • The purpose of this study is to develop a Water Quality Management System(WQMS), which calculates pollutant discharge and forecasts water quality with a water pollution model. Operational water quality management requires not only controlling pollutants but acquiring and managing exact information. A GIS software, ArcView 3.1 was used to enter or edit geographic data and attribute data, and Avenue Script was used to customize the user interface. PCI, a remote sensing software, was used to derive land cover classification from 20 m resolution SPOT data by image processing. WQMS has two subsystems, database subsystem and modelling subsystem. The database subsystem consisted of watershed data from digital maps, remote sensing data, government reports, census data and so on. The modelling subsystem consisted of NSPLM(NonStorm Pollutant Load Model) and SPLM(Storm Pollutant Load Model). It calculates the amount of pollutant and predicts water quality. These two subsystems were connected through a graphic display module. This system has been calibrated for and applied to Mokhyun Stream watershed.

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A Statistical Analysis of Edge Enhancing Filters and Their Effects on Edge Detection (에지개선 필터들의 통계적 분석과 에지검출에 대한 영향)

  • 박순영
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.18 no.11
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    • pp.1635-1644
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    • 1993
  • In this paper, we examine the statistical characteristics of edge enhancing filters and their efficacy as preprocessing operator before edge detection. In particular, edge enhancing filters called the Comparison and Selection(CS), Hachimura-kuwahara(HK), and Selective Average(SA) filters are considered. These filters can reduce noise while producing step-type edges, thus seem to be effective for preprocessing noisy images prior to applying edge detecors. The ability of edge enhancing filters to suppress white Gaussian noise and the error probabilities occured during the edge detection following SA prefiltering are evaluated statistically through numerical analysis. The effect of prefiltering on edge detection is assessed by applying the edge enhancing fitters to a noise image degraded by additive white noise prior to applying the Sobel operator and the Laplacian of Gaussian( LoG ) operator, respectively. It is shown that the edge enhancing filters tend to produce ideal step-type edges while reducing the noise reasonably well, and the use of edge enhancing filters prior to edge detection can improve the performance of subsequent edge detector.

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The Understanding and Application of Noise Reduction Software in Static Images (정적 영상에서 Noise Reduction Software의 이해와 적용)

  • Lee, Hyung-Jin;Song, Ho-Jun;Seung, Jong-Min;Choi, Jin-Wook;Kim, Jin-Eui;Kim, Hyun-Joo
    • The Korean Journal of Nuclear Medicine Technology
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    • v.14 no.1
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    • pp.54-60
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    • 2010
  • Purpose: Nuclear medicine manufacturers provide various softwares which shorten imaging time using their own image processing techniques such as UlatraSPECT, ASTONISH, Flash3D, Evolution, and nSPEED. Seoul National University Hospital has introduced softwares from Siemens and Philips, but it was still hard to understand algorithm difference between those two softwares. Thus, the purpose of this study was to figure out the difference of two softwares in planar images and research the possibility of application to images produced with high energy isotopes. Materials and Methods: First, a phantom study was performed to understand the difference of softwares in static studies. Various amounts of count were acquired and the images were analyzed quantitatively after application of PIXON, Siemens and ASTONISH, Philips, respectively. Then, we applied them to some applicable static studies and searched for merits and demerits. And also, they have been applied to images produced with high energy isotopes. Finally, A blind test was conducted by nuclear medicine doctors except phantom images. Results: There was nearly no difference between pre and post processing image with PIXON for FWHM test using capillary source whereas ASTONISH was improved. But, both of standard deviation(SD) and variance were decreased for PIXON while ASTONISH was highly increased. And in background variability comparison test using IEC phantom, PIXON has been decreased over all while ASTONISH has shown to be somewhat increased. Contrast ratio in each spheres has also been increased for both methods. For image scale, window width has been increased for 4~5 times after processing with PIXON while ASTONISH showed nearly no difference. After phantom test analysis, ASTONISH seemed to be applicable for some studies which needs quantitative analysis or high contrast, and PIXON seemed to be applicable for insufficient counts studies or long time studies. Conclusion: Quantitative values used for usual analysis were generally improved after application of the two softwares, however it seems that it's hard to maintain the consistency for all of nuclear medicine studies because result images can not be the same due to the difference of algorithm characteristic rather than the difference of gamma cameras. And also, it's hard to expect high image quality with the time shortening method such as whole body scan. But it will be possible to apply to static studies considering the algorithm characteristic or we can expect a change of image quality through application to high energy isotope images.

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Extraction of Road Information Based on High Resolution UAV Image Processing for Autonomous Driving Support (자율주행 지원을 위한 고해상도 무인항공 영상처리 기반의 도로정보 추출)

  • Lee, Keun-Wang
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.8
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    • pp.355-360
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    • 2017
  • Recently, with the development of autonomous vehicle technology, the importance of precise road maps is increasing. A precise road map is a digital map with lane information, regulations, safety information, and various road facilities. Conventional precise road maps have been tested and developed based on the mobile mapping system (MMS). But they have not been activated due to high introduction costs. However, in the case of unmanned aerial vehicles (UAVs), the application field is continuously increasing. This study tries to extract information through classification of high-resolution UAV images for autonomous driving. Autonomous vehicle test roads were selected as study sites, and high-resolution orthoimages were produced using UAVs. In addition, the utilization of high-resolution orthoimages has been proposed by effectively extracting data for precise road map construction, such as road lines, guards, and machines through image classification. If additional experimentation and verification are performed, the field of UAV image use will be expanded, providing the data to automobile manufacturers and related public and private organizations, and venture companies will contribute to the development of domestic autonomous vehicle technology.

A Study on Change object Using Aerial photos (항공사진 입체시를 활용한 변화객체 탐색에 대한 연구)

  • Kim, Kam-Rae;Kim, Hak-Jun;HwangBo, Sang-Won;Jo, Won-U
    • Proceedings of the Korean Society of Surveying, Geodesy, Photogrammetry, and Cartography Conference
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    • 2007.04a
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    • pp.197-200
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    • 2007
  • 항공사진 원데이터의 변형을 방지하고 효율적인 관리를 위해서는 자동독취를 통한 수치화 방안이 마련되어야 한다. 항공사진 판독업무에 있어서 기존 판독자만 밀착항공사진과 입체경을 통하여 건축물의 형태와 변화 여부를 판단하던 것을 모니터 상에서 누구나 건물의 변동사항을 볼 수 있도록 효율적인 판독시스템을 구축하여 판독의 신뢰도를 높여야 한다. 판독시스템 구축은 디지털 영상의 다양한 활용과 업무의 효율성 확보 및 대민서비스 향상 차원에서 이루어져야 할 것이다. 또한 현재 외국의 항측사들이 실제로 활용하고 있으며 조만간 국내에서도 도입 예정인 디지털항공카메라는 항공사진의 수치화 단계를 거치치 않고 직접 수치항공영상을 취득 할 수 있으므로 수치화 과정에서 발생하는 많은 오류들을 제거할 수 있음은 물론 판독시스템을 활용한 데이터의 직접처리가 가능해 시간적, 경제적으로 많은 장점들을 가지고 있다. 그러므로 디지털항공카메라의 도입에 대비한 개발현황과 활용도 등에 관한 사전 연구가 수행되어야 한다. 본 연구에서는 사용자가 직접 입체 판독 및 분석을 수행할 수 있는 플랫폼을 구비함으로서 오류를 최소화 할 수 있도록 편광 모니터(Z-Screen)를 사용하여 수행하였다. 또한 환경은 Microsoft Window OS 환경 상에서 구동될 수 있도록 개발함으로서 시스템의 범용적 사용을 위한 기초 환경을 제공하도록 제안하였다.

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