• 제목/요약/키워드: spatial feature

검색결과 816건 처리시간 0.042초

Linear Feature Simplification Using Wavelets in GIS

  • Liang, Chen;Lee, Chung-Ho;Kim, Jae-Hong;Bae, Hae-Young
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2001년도 봄 학술발표논문집 Vol.28 No.1 (B)
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    • pp.151-153
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    • 2001
  • Feature Simplification is an essential method for multiple representations of spatial features in GIS. However, spatial features re various, complex and a alrge size. Among spatial features which describe spatial information. linear feature is the msot common. Therefore, an efficient linear feature simplification method is most critical for spatial feature simplification in GIS. This paper propose an original method, by which the problem of linear feature simplification is mapped into the signal processing field. This method avoids conventional geometric computing in existing methods and exploits the advantageous properties of wavelet transform. Experimental results are presented to show that the proposed method outperforms the existing methods and achieves the time complexity of O(n), where n is the number of points of a linear feature. Furthermore, this method is not bound to two-dimension but can be extended to high-dimension space.

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FEATURE-BASED SPATIAL DATA MODELING FOR SEAMLESS MAP, HISTORY MANAGEMENT AND REAL-TIME UPDATING

  • Kim, Hyeong-Soo;Kim, Sang-Yeob;Seo, Sung-Bo;Kim, Hi-Seok;Ryu, Keun-Ho
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2008년도 International Symposium on Remote Sensing
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    • pp.433-436
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    • 2008
  • A demand on the spatial data management has been rapidly increased with the introduction and diffusion process of ITS, Telematics, and Wireless Sensor Network, and many different people use the digital map that offers various thematic spatial data. Spatial data for digital map can manage to tile-based and feature-based data. The existing tile-based digital map management systems have difficult problems of data construction, history management, and updating based on a spatial object. In order to solve these problems, this paper proposed the data model for the feature-based digital map management system that is designed for feature-based seamless map, history management, real-time updating of spatial data, and analyzed the validity and utility of the proposed model.

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Image Description and Matching Scheme Using Synthetic Features for Recommendation Service

  • Yang, Won-Keun;Cho, A-Young;Oh, Weon-Geun;Jeong, Dong-Seok
    • ETRI Journal
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    • 제33권4호
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    • pp.589-599
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    • 2011
  • This paper presents an image description and matching scheme using synthetic features for a recommendation service. The recommendation service is an example of smart search because it offers something before a user's request. In the proposed extraction scheme, an image is described by synthesized spatial and statistical features. The spatial feature is designed to increase the discriminability by reflecting delicate variations. The statistical feature is designed to increase the robustness by absorbing small variations. For extracting spatial features, we partition the image into concentric circles and extract four characteristics using a spatial relation. To extract statistical features, we adapt three transforms into the image and compose a 3D histogram as the final statistical feature. The matching schemes are designed hierarchically using the proposed spatial and statistical features. The result shows that each feature is better than the compared algorithms that use spatial or statistical features. Additionally, if we adapt the proposed whole extraction and matching scheme, the overall performance will become 98.44% in terms of the correct search ratio.

박판 용접구조물의 모델링을 위한 공간관계 표현 (Representation of Spatial Relationships for Sheet Metal Weld Assemblies Modeling)

  • 김동원;김경윤
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 1997년도 춘계학술대회 논문집
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    • pp.400-404
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    • 1997
  • This paper presents spatial relationshaps and engineering features for the feature based modeling of Sheet Metal Weld Assemblies (SMWA) that are made of sheet metal components through are welding processes. Spatial relationships in ProMod-S, a sheet metal product modeler,are further extended for the SMWA modeling. Some spatial relationships for special weld joint types are newly introduced. The geometrical and topological relations between spatial reationship, mating features, and assembly features are defined. Finally, assembly data stucturess for the product modeling of SMWA are proposed. They are an engineering relation to represent the constraints between component features, and a mating bond to integrate component design information.

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응급의료시설의 공간구성요소에 관한 건축계획적 연구 (A Study on the Architectural planning of Spatial Organization Feature in Emergency Medical Facilities)

  • 최충호;박재승
    • 의료ㆍ복지 건축 : 한국의료복지건축학회 논문집
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    • 제14권2호
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    • pp.25-34
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    • 2008
  • The purpose of this study was to spatial organization feature and area composition of the over 500beds general hospital that will be expected construct in Seoul, Gyeonggi-do area after 2000year. From this study, we can suggest architectural planning for the efficiency operating of emergency medical facilities that can be used as preliminary data. The Spatial organization of emergency medical facilities are categorize into 4 session as medical examination and treatment, diagonosticradiology, staff, public and the others. We can find spatial organization system and area composition that compare area composition of 6 hospital the subject of research in a emergency medical facilities. The result of this study were as follows : spatial distribution of its field, grasping of spatial organization factor and recognize its merits and demerits should be researched in advance. Through this kind of recognizing emergency system, realistic medical local and condition architectural planning for spatial organization will be operate.

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공간패턴을 이용한 자동 비닐하우스 추출방법 (Automated Vinyl Green House Identification Method Using Spatial Pattern in High Spatial Resolution Imagery)

  • 이종열;김병선
    • 대한원격탐사학회지
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    • 제24권2호
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    • pp.117-124
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    • 2008
  • 지형지물은 각각의 특징적 요인을 내포하고 있다. 이 특징적 요인들은, 공간해상도에 따라 정도의 차이가 있겠지만, 수집된 위성영상에도 반영된다. 이러한 요인들 중에서는 영상분류에 활용될 경우 영상 분류의 정확도를 높혀주고, 때로는 이것이 거의 물체인식의 수준까지 기여할 수 있는 것들이 있다. 이 연구에서는 텍스춰 및 지형지물의 배열에 있어서 특징적 현상을 보이는 비닐하우스를 대상으로 spatial auto-corelation 개념을 기반으로 자동적으로 이를 인지하는 방법을 개발하였다. 사용된 알고리즘은 디지타이징과 같은 사람의 직접적인 개입이 없이 자동화된 방법으로 비닐하우스의 특정한 패턴이 반복적으로 나타나는 것을 감지할 수 있도록 개발되었다. 패틴의 인식에 더하여 비닐하우스의 기하학적 모양을 고려하는 방법도 도입하였다. 그럼으로써 비닐하우스의 추출에 단순히 화소 단위의 분석이 아닌 보다 객체지향적인 방법으로 비닐하우스를 추출하도록 하였다. 개발된 방법을 제주지역의 IKONOS에 적용시켜 본 결과 연구대상지역내의 비닐하우스가 매우 정확하게 적출되었다.

Multiscale Spatial Position Coding under Locality Constraint for Action Recognition

  • Yang, Jiang-feng;Ma, Zheng;Xie, Mei
    • Journal of Electrical Engineering and Technology
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    • 제10권4호
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    • pp.1851-1863
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    • 2015
  • – In the paper, to handle the problem of traditional bag-of-features model ignoring the spatial relationship of local features in human action recognition, we proposed a Multiscale Spatial Position Coding under Locality Constraint method. Specifically, to describe this spatial relationship, we proposed a mixed feature combining motion feature and multi-spatial-scale configuration. To utilize temporal information between features, sub spatial-temporal-volumes are built. Next, the pooled features of sub-STVs are obtained via max-pooling method. In classification stage, the Locality-Constrained Group Sparse Representation is adopted to utilize the intrinsic group information of the sub-STV features. The experimental results on the KTH, Weizmann, and UCF sports datasets show that our action recognition system outperforms the classical local ST feature-based recognition systems published recently.

A STUDY ON SPATIAL FEATURE EXTRACTION IN THE CLASSIFICATION OF HIGH RESOLUTIION SATELLITE IMAGERY

  • Han, You-Kyung;Kim, Hye-Jin;Choi, Jae-Wan;Kim, Yong-Il
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2008년도 International Symposium on Remote Sensing
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    • pp.361-364
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    • 2008
  • It is well known that combining spatial and spectral information can improve land use classification from satellite imagery. High spatial resolution classification has a limitation when only using the spectral information due to the complex spatial arrangement of features and spectral heterogeneity within each class. Therefore, extracting the spatial information is one of the most important steps in high resolution satellite image classification. In this paper, we propose a new spatial feature extraction method. The extracted features are integrated with spectral bands to improve overall classification accuracy. The classification is achieved by applying a Support Vector Machines classifier. In order to evaluate the proposed feature extraction method, we applied our approach to KOMPSAT-2 data and compared the result with the other methods.

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특징 융합과 공간 강조를 적용한 딥러닝 기반의 개선된 YOLOv4S (Modified YOLOv4S based on Deep learning with Feature Fusion and Spatial Attention)

  • 황범연;이상훈;이승현
    • 한국융합학회논문지
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    • 제12권12호
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    • pp.31-37
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    • 2021
  • 본 논문은 특징 융합과 공간 강조를 적용하여 작고 페색된 객체 검출을 위한 개선된 YOLOv4S를 제안하였다. 기존 YOLOv4S은 경량 네트워크로 깊은 네트워크 대비 특징 추출 능력 부족하다. 제안하는 방법은 먼저 feature fusion으로 서로 다른 크기의 특징맵을 결합하여 의미론적 정보 및 저수준 정보를 개선하였다. 또한, dilated convolution으로 수용 영역을 확장하여 작고 폐색된 객체에 대한 검출 정확도를 향상시켰다. 두 번째로 spatial attention으로 기존 공간 정보 개선하여 객체간 구분되어 폐색된 객체의 검출 정확도를 향상시켰다. 제안하는 방법의 정량적 평가를 위해 PASCAL VOC 및 COCO 데이터세트를 사용하였다. 실험을 통해 제안하는 방법은 기존 YOLOv4S 대비 PASCAL VOC 데이터세트에서 mAP 2.7% 및 COCO 데이터세트에서 mAP 1.8% 향상되었다.

UFID를 이용한 객체기반 수치지도 공간 데이터 모델 (Spatial Data Model of Feature-based Digital Map using UFID)

  • 김형수;김상엽;이양구;서성보;박기석;류근호
    • 한국공간정보시스템학회 논문지
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    • 제11권1호
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    • pp.71-78
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    • 2009
  • 최근 ITS, 텔레매틱스, 유비쿼터스 등의 도입으로 공간 데이터는 다양한 환경에 응용되거나 활용 분야가 점차 증가하고 있고, 수치지도를 일반인들에게 제공함으로써 공간 데이터에 대한 수요가 급증하고 있다. 기존의 수치지도 관리 시스템은 도엽이라는 일정한 단위로 구분하여 공간 데이터를 관리하고 있기 때문에 데이터의 구축은 용이하지만 객체 단위의 데이터 구축, 관리 및 갱신을 효율적으로 지원하기 어렵다. 따라서 이 논문에서는 이러한 문제를 해결하기 위하여 객체기반의 연속적인 지형지물 표현, 공간 데이터의 객체별 이력관리 및 수시갱신이 가능한 객체기반의 데이터 모델을 제안하였다. 제안 모델에서 객체기반 공간 데이터는 각 지형지물에 UFID를 부여하고 도엽 단위로 구축된 수치지도 데이터의 조인 연산을 통해 연속적인 지형지물을 표현하였다. 아울러 갱신으로 인한 변경 데이터를 이력 DB에 시간간격 단위로 저장, 관리하였으며, 제안된 모델의 효율성을 검증하기 위하여 타당성을 분석하였다.

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