• Title/Summary/Keyword: Image-Separation Method

Search Result 192, Processing Time 0.02 seconds

Feature Selection for Image Classification of Hyperion Data (Hyperion 영상의 분류를 위한 밴드 추출)

  • 한동엽;조영욱;김용일;이용웅
    • Korean Journal of Remote Sensing
    • /
    • v.19 no.2
    • /
    • pp.170-179
    • /
    • 2003
  • In order to classify Land Use/Land Cover using multispectral images, we have to give consequence to defining proper classes and selecting training sample with higher class separability. The process of satellite hyperspectral image which has a lot of bands is difficult and time-consuming. Furthermore, classification result of hyperspectral image with noise is often worse than that of a multispectral image. When selecting training fields according to the signatures in the study area, it is difficult to calculate covariance matrix in some clusters with pixels less than the number of bands. Therefore in this paper we presented an overview of feature extraction methods for classification of Hyperion data and examined effectiveness of feature extraction through the accuracy assesment of classified image. Also we evaluated the classification accuracy of optimal meaningful features by class separation distance, which is also a method for band reduction. As a result, the classification accuracies of feature-extracted image and original image are similar regardless of classifiers. But the number of bands used and computing time were reduced. The classifiers such as MLC, SAM and ECHO were used.

Heat Transfer Measurements by a Round Impinging Jet on a Rib-Roughened Flat Plate (표면조도를 가진 평판에서 원형충돌제트에 의한 열전달 측정)

  • Lee, Dae-Hee;Kim, Yun-Taek;Chung, Seung-Hun;Chung, Young-Suk
    • Proceedings of the KSME Conference
    • /
    • 2000.11b
    • /
    • pp.87-92
    • /
    • 2000
  • This study is to investigate the heat transfer characteristics the for a round turbulent jet impinging on the flat plate with and without rib. Liquid crystal/transient method was used to determine the Nusselt number distributions along the surface. The temperature on the surface was measured using liquid crystal and a digital color image processing system. The experiments were made fur the jet Reynolds number (Re) 23,000, the dimensionless nozzle-to-surface distance (L/d) from 2 to 10, and the rib type [height ($d_1$) 2mm, pitch (p) from 12 to 36mm]. It was found that for $L/d{\ge}6$ the average Nusselt numbers on the flat plate with rib type C ($p/d_1=16$) are higher than those without rib, mainly due to an increase in the turbulent intensity caused by flow separation, recirculation and reattachment on the wall surface.

  • PDF

A Study on the Flow Characteristics for the Plate Chamber in Type of Oily Parallel Plate Water Separator (평행판식 유수분리기에서 분리판실의 유동특성에 관한 연구)

  • Kim, J.H.;Han, W.H.
    • Journal of Power System Engineering
    • /
    • v.5 no.1
    • /
    • pp.64-72
    • /
    • 2001
  • According to the regulation of IMO, oil discharge from ships is allowed under 15ppm only and an oil filtering equipment is essential. However, for large ships using heavy fuel oil of over S.G 0.98 and viscosity 380cSt and system oil, it has been in difficulty to process with existing filtering type of oily water separator. A parallel plate type oily water separator which is one of gravity type separators can be used as an assistant equipment for the oil filtering system to meet the present IMO standard of 15 ppm, because it is an efficient method in dealing with a large amount of rich oil with high specific gravity. This work is focused on the fundamental investigation of the performance of the plate type oily water separator by visualization method and PIV(Particle Image Velocimetry) measurement to acquire multi-point velocity data simultaneously. The experimental results showed that the space of the plates acts a significant role in separating process and it was found that an important point to minimize a vortex flow is to flow a large amount of fluid in space of the plates in order to promote the efficiency of separation.

  • PDF

Rule-based Detection of Vehicles in Traffic Scenes (교통영상에서의 규칙에 기반한 차량영역 검출기법)

  • Park, Young-Tae
    • Journal of the Institute of Electronics Engineers of Korea SP
    • /
    • v.37 no.3
    • /
    • pp.31-40
    • /
    • 2000
  • A robust scheme of locating and counting the number of vehicles m urban traffic scenes, a core component of vision-based traffic monitoring systems, is presented The method is based on the evidential reasoning, where vehicle evidences m the background subtraction Image are obtained by a new locally optimum thresholding, and the evidences are merged by three heuristic rules using the geometric constraints The locally optimum thresholding guarantees the separation of bright and dark evidences of vehicles even when the vehicles are overlapped or when the vehicles have similar color to the background Experimental results on diverse traffic scenes show that the detection performance is very robust to the operating conditions such as the camera location and the weather The method may be applied even when vehicle movement is not observed since a static Image IS processed without the use of frame difference.

  • PDF

A Study on 8-Directional Complex Wavelet Transform for Efficient Image Processing (효율적인 영상처리를 위한 8방향 컴플렉스 웨이브렛 변환에 관한 연구)

  • Shin, Seong;Moon, Sung Ryong
    • Journal of the Institute of Electronics and Information Engineers
    • /
    • v.50 no.3
    • /
    • pp.129-138
    • /
    • 2013
  • This paper is a study on Dual Tree Complex Wavelet Transform, which improved directional information for efficient image processing. Dual Tree Complex Wavelet Transform satisfies characteristics of shift invariance, and includes 6 directional information, which is more than previous Discrete Wavelet Transform. However, in images of buildings, there are many horizontal and vertical edge components. Therefore, all the high-frequency components of image are not expressed by 6 directional information subbands. This paper proposes 8-directional Complex Wavelet Transform with excellent high-frequency separation features by creating horizontal vertical($0^{\circ}$, $90^{\circ}$) subband besides 6 directional information subband of previous Dual Tree Complex Wavelet Transform. The proposed method can create and combine various directional information subbands according to features of image. Performance is evaluated by applying the method to noise removal.

A Correlative Approach for Identifying Complex Phases by Electron Backscatter Diffraction and Transmission Electron Microscopy

  • Na, Seon-Hyeong;Seol, Jae-Bok;Jafari, Majid;Park, Chan-Gyung
    • Applied Microscopy
    • /
    • v.47 no.1
    • /
    • pp.43-49
    • /
    • 2017
  • A new method was introduced to distinguish the ferrite, bainite and martensite in transformation induced plasticity (TRIP) steel by using electron backscatter diffraction (EBSD) and transmission electron microscopy (TEM). EBSD is a very powerful microstructure analysis technique at the length scales ranging from tens of nanometers to millimeters. However, iron BCC phases such as ferrite, bainite and martensite cannot be easily distinguished by EBSD due to their similar surface morphology and crystallographic structure. Among the various EBSD-based methodology, image quality (IQ) values, which present the perfection of a crystal lattice, was used to distinguish the iron BCC phases. IQ values are very useful tools to discern the iron BCC phases because of their different density of crystal defect and lattice distortion. However, there are still remaining problems that make the separation of bainite and martensite difficult. For instance, these phases have very similar IQ values in many cases, especially in deformed region; therefore, even though the IQ value was used, it has been difficult to distinguish the bainite and martensite. For more precise separation of bainite and martensite, IQ threshold values were determined by a correlative TEM analysis. By determining the threshold values, iron BCC phases were successfully separated.

ATMOSPHERIC AEROSOL DETECTION AND ITS REMOVEAL FOR SATELLITE DATA

  • Lee, Dong-Ha;Lee, Kwon-Ho;Kim, Young-Joon
    • Proceedings of the KSRS Conference
    • /
    • v.2
    • /
    • pp.598-601
    • /
    • 2006
  • Satellite imagery may contain large regions covered with atmospheric aerosol. A high-resolution satellite imagery affected by non-homogenous aerosol cover should be processed for land cover study and perform the radiometric calibration that will allow its future application for Korea Multi-Purpose Satellite (KOMPSAT) data. In this study, aerosol signal was separated from high resolution satellite data based on the reflectance separation method. Since aerosol removal has a good sensitivity over bright surface such as man-made targets, aerosol optical thickness (AOT) retrieval algorithm could be used. AOT retrieval using Look-up table (LUT) approach for utilizing the transformed image to radiometrically compensate visible band imagery is processed and tested in the correction of satellite scenery. Moderate Resolution Imaging Spectroradiometer (MODIS), EO-1/HYPERION data have been used for aerosol correction and AOT retrieval with different spatial resolution. Results show that an application of the aerosol detection for HYPERION data yields successive aerosol separation from imagery and AOT maps are consistent with MODIS AOT map.

  • PDF

A Study on Flow and Creation and Dissipation of Vorticity around Rectangular Floating Breakwater (부방파제의 유동과 와의 생성 및 소멸에 관한 연구)

  • Yoon, Jung-Sung;Kim, Myoung-Kyu;Jung, Kwang-Hyo;Kim, Ga-Ya
    • Journal of Ocean Engineering and Technology
    • /
    • v.22 no.3
    • /
    • pp.24-33
    • /
    • 2008
  • In this study, flow and creation and dissipation of vorticity around rectangular floating breakwater is investigated both experimentally and numerically. The PIV system(Particle image velocimetry) is employed to obtain the velocity field in the vorticity of rectangular structure. The numerical model, combined with ${\kappa}-{\varepsilon}$ turbulence model and the VOF method based on RANS equation, is used to analyze the turbulence structure. In the results of this study, the vorticity is found around conner of rectangular structure at all time domain, and creation and dissipation of vorticity are closely related to wave period. Separation points of phase of vortex due to flow separation for longer period waves are faster then for shorter period waves.

Atmospheric Aerosol Detection And Its Removal for Satellite Data

  • Lee, Dong-Ha;Lee, Kwon-Ho;Kim, Young-Joan
    • Korean Journal of Remote Sensing
    • /
    • v.22 no.5
    • /
    • pp.379-383
    • /
    • 2006
  • Satellite imagery may contain large regions covered with atmospheric aerosol. A highresolution satellite imagery affected by non-homogenous aerosol cover should be processed for land cover study and perform the radiometric calibration that will allow its future application for Korea Multi-Purpose Satellite (KOMPSAT) data. In this study, aerosol signal was separated from high resolution satellite data based on the reflectance separation method. Since aerosol removal has a good sensitivity over bright surface such as man-made targets, aerosol optical thickness (AOT) retrieval algorithm could be used. AOT retrieval using Look-up table (LUT) approach for utilizing the transformed image to radiometrically compensate visible band imagery is processed and tested in the correction of satellite scenery. Moderate Resolution Imaging Spectroradiometer (MODIS), EO-l/HYPERION data have been used for aerosol correction and AOT retrieval with different spatial resolution. Results show that an application of the aerosol detection for HYPERION data yields successive aerosol separation from imagery and AOT maps are consistent with MODIS AOT map.

Dried pepper sorting using independent component analysis on RGB images (RGB영상의 독립성분분석을 이용한 건고추영상 분류)

  • Kwon, Ki-Hyeon;Lim, Jung-Dae
    • Journal of the Korea Society of Computer and Information
    • /
    • v.17 no.4
    • /
    • pp.59-65
    • /
    • 2012
  • Hot pepper can be easily faded or discolored in drying process, so we need to use the sorting technique to improve the quality for dried hot pepper. Independent Component Analysis (ICA) is one of the most widely used methods for blind source separation. In this paper we use this technique to get a concentration image of the most important component which plays a role in the dried pepper. This concentration image is different from the binary image and it reflects the characteristics of major components, so that we know the distribution and quality of the component and how to sort the dried pepper. Also, the size of the concentration image can tell the relation with capsaicinoids which make hot taste. We propose a sorting method of the dried hot pepper that is faded or discolored and lacked a major component likes capsaicin in drying process using ICA concentration image.