• Title/Summary/Keyword: Multi-resolution

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Spatio-spectral Fusion of Multi-sensor Satellite Images Based on Area-to-point Regression Kriging: An Experiment on the Generation of High Spatial Resolution Red-edge and Short-wave Infrared Bands (영역-점 회귀 크리깅 기반 다중센서 위성영상의 공간-분광 융합: 고해상도 적색 경계 및 단파 적외선 밴드 생성 실험)

  • Park, Soyeon;Kang, Sol A;Park, No-Wook
    • Korean Journal of Remote Sensing
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    • v.38 no.5_1
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    • pp.523-533
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    • 2022
  • This paper presents a two-stage spatio-spectral fusion method (2SSFM) based on area-to-point regression kriging (ATPRK) to enhance spatial and spectral resolutions using multi-sensor satellite images with complementary spatial and spectral resolutions. 2SSFM combines ATPRK and random forest regression to predict spectral bands at high spatial resolution from multi-sensor satellite images. In the first stage, ATPRK-based spatial down scaling is performed to reduce the differences in spatial resolution between multi-sensor satellite images. In the second stage, regression modeling using random forest is then applied to quantify the relationship of spectral bands between multi-sensor satellite images. The prediction performance of 2SSFM was evaluated through a case study of the generation of red-edge and short-wave infrared bands. The red-edge and short-wave infrared bands of PlanetScope images were predicted from Sentinel-2 images using 2SSFM. From the case study, 2SSFM could generate red-edge and short-wave infrared bands with improved spatial resolution and similar spectral patterns to the actual spectral bands, which confirms the feasibility of 2SSFM for the generation of spectral bands not provided in high spatial resolution satellite images. Thus, 2SSFM can be applied to generate various spectral indices using the predicted spectral bands that are actually unavailable but effective for environmental monitoring.

Multi-Range Approach of Stereo Vision for Mobile Robot Navigation in Uncertain Environments

  • Park, Kwang-Ho;Kim, Hyung-O;Baek, Moon-Yeol;Kee, Chang-Doo
    • Journal of Mechanical Science and Technology
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    • v.17 no.10
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    • pp.1411-1422
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    • 2003
  • The detection of free spaces between obstacles in a scene is a prerequisite for navigation of a mobile robot. Especially for stereo vision-based navigation, the problem of correspondence between two images is well known to be of crucial importance. This paper describes multi-range approach of area-based stereo matching for grid mapping and visual navigation in uncertain environment. Camera calibration parameters are optimized by evolutionary algorithm for successful stereo matching. To obtain reliable disparity information from both images, stereo images are to be decomposed into three pairs of images with different resolution based on measurement of disparities. The advantage of multi-range approach is that we can get more reliable disparity in each defined range because disparities from high resolution image are used for farther object a while disparities from low resolution images are used for close objects. The reliable disparity map is combined through post-processing for rejecting incorrect disparity information from each disparity map. The real distance from a disparity image is converted into an occupancy grid representation of a mobile robot. We have investigated the possibility of multi-range approach for the detection of obstacles and visual mapping through various experiments.

A Multi-Resolution Database Model for Management of Vector Geodata in Vehicle Dynamic Route Guidance System (동적 경로안내시스템에서 벡터 지오데이터의 관리를 위한 다중 해상도 모델)

  • Joo, Yong-Jin;Park, Soo-Hong
    • Journal of Korean Society for Geospatial Information Science
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    • v.18 no.4
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    • pp.101-107
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    • 2010
  • The aim of this paper is to come up with a methodology of constructing an efficient model for multiple representations which can manage and reconcile real-time data about large-scale roads in Vector Domain. In other words, we suggested framework based on a bottom-up approach, which is allowed to integrate data from the network of the lowest level sequentially and perform automated matching in order to produce variable-scale map. Finally, we applied designed multi-LoD model to in-vehicle application.

Application of Multi-Frame Based Super-Resolution Algorithm for a Color Recognition Enhancement for the UAV (복수영상기반 초해상도 색상인식능력향상 알고리즘의 무인기 적용)

  • Park, Jihoon;Kim, Jeongho;Lee, Daewoo
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.45 no.3
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    • pp.180-190
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    • 2017
  • This paper describes the application of Multi-frame based super-resolution method to enhance resolution of image information from the UAV, and the improvement of UAV's ground target recognition ability. To verify this algorithm, we designed a flight/ground control system, and the UAV, and then the algorithm was validated using the UAV system with ground target. As a result of the comparison between the pre-applied image and post-applied one shows that the RMSE is from 0.0677 to 0.0315, NRMSE is from 7.4030% to 3.5726%, PSNR is from 23.3885dB to 30.0036dB, and SSIM is from 0.6996 to 0.8948. Through these results, we validate this study can enhance the resolution of UAV's image using Multi-frame based super-resolution algorithm.

The Design and Implementation of Multiple Digital Signage Video Sync Technology for Ultra-high Resolution (초고해상도 멀티 디지털 사이니지 영상 동기화 기술의 설계와 구현)

  • Park, Hyoungyill;Yoo, Sunkyu;Moon, Youngtai;Kim, Miok;Shin, Yongtae
    • Journal of Broadcast Engineering
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    • v.21 no.5
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    • pp.651-661
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    • 2016
  • 최근의 디지털 사이니지는 대형 고해상도 디스플레이를 이용해 사용자에게 초고해상도 파노라마형태의 볼거리를 제공하거나 사용자와 인터렉션 등을 통해 맞춤형광고를 제공하는 등 다양한 형태로 발전하고 있다. 또 개방형 디지털 사이니지의 발전과 함께 대형 멀티 사이니지를 이용한 초고화질 영상콘텐츠를 다양한 서비스 단말장치의 연동과 웹기반의 상호운용성을 갖춘 관리시스템이 활발히 연구될 것으로 보인다. 본 논문에서는 수십대에서 백여대 이상의 고해상도 디스플레이를 연동하여 초고해상도 영상표출의 기술의 구현방안과 정형화된 영상 해상도가 아닌 초고화질 영상의 개별 콘텐츠에 대한 동기화 시키는 기술을 이용하여 멀티 콘텐츠 플레이 단말기에서 고해상도 영상을 Play Sync하는 기술을 연구한다.

Super-resolution image enhancement by Papoulis-Gerchbergmethod improvement (Papoulis-Gerchberg 방법의 개선에 의한 초해상도 영상 화질 향상)

  • Jang, Hyo-Sik;Kim, Duk-Gyoo;Jung, Yoon-Soo;Lee, Tae-Gyoun;Won, Chul-Ho
    • Journal of Sensor Science and Technology
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    • v.19 no.2
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    • pp.118-123
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    • 2010
  • This paper proposes super-resolution reconstruction algorithm for image enhancement. Super-resolution reconstruction algorithms reconstruct a high-resolution image from multi-frame low-resolution images of a scene. Conventional super- resolution reconstruction algorithms are iterative back-projection(IBP), robust super-resolution(RS)method and standard Papoulis-Gerchberg(PG)method. However, traditional methods have some problems such as rotation and ringing. So, this paper proposes modified algorithm to improve the problem. Experimental results show that this proposed algorithm solve the problem. As a result, the proposed method showed an increase in the PSNR for traditional super-resolution reconstruction algorithms.

Numerical Dispersive Characteristics and Stability Condition of the Multi-Resolution Time Domain(MRTD) Method (다해상도 시간영역법의 수치적 분산특성과 안정조건)

  • 홍익표;유태훈;윤영중;박한규
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.7 no.4
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    • pp.328-335
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    • 1996
  • The numerical dispersive characteristics and the numerical stability confition of the Multi-Resolution Time-Domain(MRTD) method are calculated. A dispersion analysis of the MRTD schemes including a comparison to Yee's Finite-Difference Time-Domain(FDTD) method is given. The superiority of the MRTD method to the spatial discretization is shown. The required computational memory can be reduced by using the MRTD method. We expect that the MRTD method will be very useful method for numerical modelling of electromagnetics.

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Feature Extraction Technique for Insulation Fault of High Voltage Motor Stator Winding (고압전동기 고정자권선의 절연결함에 대한 특징추출기법)

  • Park Jae-Jun;Lee Sung-Young;Mun Dae-Chul
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.19 no.10
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    • pp.976-983
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    • 2006
  • Multi-resolution Signal Decomposition (MSD) Technique of Wavelet Transform has interesting properties of capturing the embedded horizontal, vertical and diagonal variations within an image in a separable form. This feature was exploited to identify individual partial discharge sources present in multi-source PD pattern, usually encountered during practical PD measurement. Employing the Daubechies wavelet, feature were extracted from the third level decomposed and reconstructed horizontal and vertical component images. These features were found to contain the necessary discriminating information corresponding to the individual PD sources and multi-PD soruces.

Urban Spatial Analysis using Multi-temporal KOMPSAT-1 EOC Imagery

  • Kim Youn-Soo;Jeun Gab-Ho;Lee Kwang-Jae;Kim Byung-Kyo
    • Proceedings of the KSRS Conference
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    • 2004.10a
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    • pp.515-517
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    • 2004
  • Although sustainable development of a city should in theory be based on updated spatial information like land cover/use changes, in practice there are no effective tools to get such information. However the development of satellite and sensor technologies has increased the supply of high resolution satellite data, allowing cost-effective, multi-temporal monitoring. Especially KOMPSAT-1(KOrea Multi-Purpose SATellite) acquired a large number of images of the whole Korean peninsula and covering some large cities a number of times. In this study land-use patterns and trends of Daejeon from the year 2000 to the year 2003 will be considered using land use maps which are generated by manual interpretation of multi-temporal KOMPSAT EOC imagery and to show the possibility of using high resolution satellite remote sensing data for urban analysis.

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A method of Multi-resolution as Multi-Scale in Web-GIS (웹 지리정보시스템에서 다중축척에 따른 다중해상도 기법)

  • 이상철;이충호;이순조;배해영
    • Proceedings of the Korean Information Science Society Conference
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    • 2001.04b
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    • pp.1-3
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    • 2001
  • 점차 지리정보시스템(GIS; Geographic Information System)에서 표현의 다양화가 요구되어지며 특히 위성영상의 데이터는 거대하기 때문에, 지라공간의 자세한 연구를 원하는 사용자에게 많은 처리시간과 고가의 비용이 요구된다. 바면 웹에서 성능향상을 위해 공간데이터의 양을 줄인다 보면 공간데이터를 다양하게 표현하지 못하는 경우가 발생하게 된다. 그러므로 본 논문에서는 사용자의 공간데이터에 대한 양적 부담을 줄이고 공간데이터의 정확도를 유지할 수 있는 Multi-Scale에 따른 Multi-Resolution(MS-MR) 기법을 제안하고자 한다. 즉, 서버에서 축척의 정량화를 통해 레이어가 추가될 지점과 다중 해상도의 구간을 정하여 맵을 점차 확대함에 따라 다중해상도의 레스터맵이 클라언트에게 점진적으로 전송된다. 이는 인터넷 연결상태와 GIS 사용목적에 따라 적절한 다중 해상도의 레스터맵을 제공하게 되며, 사용자가 진화적으로 시스템 추구로 빠른 정보습득과 의사결정을 돕는 효과를 기대할 수 있게 한다.

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