• Title/Summary/Keyword: 회색

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A Study on the Optimal Convolution Neural Network Backbone for Sinkhole Feature Extraction of GPR B-scan Grayscale Images (GPR B-scan 회색조 이미지의 싱크홀 특성추출 최적 컨볼루션 신경망 백본 연구)

  • Park, Younghoon
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.44 no.3
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    • pp.385-396
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    • 2024
  • To enhance the accuracy of sinkhole detection using GPR, this study derived a convolutional neural network that can optimally extract sinkhole characteristics from GPR B-scan grayscale images. The pre-trained convolutional neural network is evaluated to be more than twice as effective as the vanilla convolutional neural network. In pre-trained convolutional neural networks, fast feature extraction is found to cause less overfitting than feature extraction. It is analyzed that the top-1 verification accuracy and computation time are different depending on the type of architecture and simulation conditions. Among the pre-trained convolutional neural networks, InceptionV3 are evaluated as most robust for sinkhole detection in GPR B-scan grayscale images. When considering both top-1 verification accuracy and architecture efficiency index, VGG19 and VGG16 are analyzed to have high efficiency as the backbone for extracting sinkhole feature from GPR B-scan grayscale images. MobileNetV3-Large backbone is found to be suitable when mounted on GPR equipment to extract sinkhole feature in real time.

Nutrient Composition and Protein Quality of Giant Snail Products (식용 왕달팽이의 영양성분과 단백질 품질)

  • Mi-kyung Lee;Jeung-hye Moon;Hong-Soo Ryu
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.23 no.3
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    • pp.453-458
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    • 1994
  • The nutrient content and protein quality of Giant snalil (Acchatina ) meats (white, yellow, and gray) were determined for fresh and processed products. Fresh snail meats contained 81~82% moisture, 11~14% protein, 0.9~1.3% fat, and 1.2-1.4% ash. Proximate composition of fresh meat varied (p<0.05) with meat colour and gray meat had the lowest protein and highest ash content among samples. The major minerals of fresh snail meats were calcium (318~570mg%), potassium (170~190mg%), and magnesium (74~103mg%).Gray meat showed the higher calcium and lower sodium level than the other snail meats. No differences were found between fresh snail meats on amino acid profile, and total essential amino acid was 46% of total amino acids in all snail meats. In vitro protein digestibility of fresh snail meats were ranged from 76 to 81% which were lower than that of marine moulusks. Processing resulted in some increase(1.7~5.7%) in protein digestibility but no differences were found in C-PER after processing. The 25% saline water extractable mucous materials from fresh snail meat influenced in decreasing digestibility of other protein sources from 2% (casein) to 11% (filefish protein).

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Designation the Gray Region and Evaluating Concentration of Radionuclide in Kori-1 by Using Derived Concentration Guideline Level (고리 1호기의 잔류방사능 유도농도(DCGL)를 적용한 회색영역 설정과 핵종농도평가)

  • Jeon, Yeo Ryeong;Park, Sang June;Ahn, Seokyoung;Kim, Yongmin
    • Journal of the Korean Society of Radiology
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    • v.12 no.3
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    • pp.297-304
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    • 2018
  • U.S. nuclear power plant decommissioning guidelines(MARSSIM and MARLAP) are recommends to use DQOs when planning and conducting site surveys. The DQOs which is constructed in the site survey planning stage provide a way to make the best use of data. It helps we can get the important information and data to make decisions as well. From fifth to seventh steps of DQOs are the process of designing a site survey by using the collected data and information in the previous step to make reasonable and reliable decisions. The gray region that is set up during this process is defined as the range of concentrations where the consequences of type II decision errors are relatively small. The gray region can be set using DCGL and the average concentration of radionuclide in the sample collected at the survey unit. By setting up the gray region, site survey plan can be made most resource-efficient and the consequences on decision errors can be minimized. In this study, we set up the gray region by using the DCGL of Kori-1 which was derived from the previous research. In addition, we proposed a method to assess the concentration of radionuclide in samples for making decisions correctly.

Ancient Ox-bow Lake Deposits Hoedong-ri Jeongseon-gun Gangweondo (고생대 우각호의 퇴적층 강원도 정선군 회동리)

  • 박용안
    • The Korean Journal of Quaternary Research
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    • v.8 no.1
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    • pp.23-32
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    • 1994
  • 고생대(폐름기)의 육성 퇴적층(옥갑산층) 일부분이 고기 우각호(ox-bow lake)에 서 퇴적된 것으로 해석된다, 옥갑산층의 하부층서의 일부분은 암회색 이암/담회색 사암의 호층 단위가 평균 5.1cm 두께로 약 80회반복하는 암상을 나타낸다. 이 암상의 퇴적환경은 층서적 상하 암상의 연합에 근거하면 해안 평야로서 하천 범람원 분지의 쇄설성 퇴적환경의 일부이 면서 사행천과 연관된 우각호 퇴적환경으로 해석된다.

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Soil Classification of Paddy Soils by Soil Taxonomy (미국신분류법(美國新分類法)에 의(依)한 답토양의 분류(分類)에 관한 연구)

  • Joo, Yeong-Hee;Shin, Yong-Hwa
    • Korean Journal of Soil Science and Fertilizer
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    • v.11 no.2
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    • pp.97-104
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    • 1979
  • According to Soil Taxonomy which has been developed over the past 20 years in the soil conservation service of the U. S. D. A, Soils in Korea are classified. This system is well suited for the classification of the most of soils. But paddy field soils have some difficulties in classification because Soil Taxonomy states no proposals have yet been developed for classifying artificially irrigated soils. This paper discusses some problems in the application of Taxonomy and suggestes the classification of paddy field soils in Korea. Following is the summary of the paper. 1. Anthro aquic, Aquic Udipsamments : The top soils of these soils are saturated with irrigated water at some time of year and have mottles of low chroma(2 or less) more than 50cm of the soil surface. (Ex. Sadu, Geumcheon series) 2. Anthroaquic Udipsamments : These sails are like Anthroaquic, Aquic Udipsamments except for the mottles of low chroma within 50cm of the soil surface. (Ex. Baegsu series) 3. Halic Psammaquents : These soils contain enough salts as distributed in the profile that they interfere with the growth of most crop plants and located on the coastal dunes. The water table fluctuates with the tides. (Ex. Nagcheon series) 4. Anthroaquic, Aquic Udifluvents : They have some mottles that have chroma of 2 or less in more than 50cm of the surface. The upper horizon is saturated with irrigated water at sometime. (Ex. Maryeong series) 5. Anthro aquic Udifluvents : These soils are saturated with irrigated water at some time of year and have mottles of low chroma(2 or less) within 50cm of the surface soils. (Ex. Haenggog series) 6. Fluventic Haplaquepts : These soils have a content of organic carbon that decreases irregularly with depth and do not have an argillic horizon in any part of the pedon. Since ground water occur on the surface or near the surface, they are dominantly gray soils in a thick mineral regolith. (Ex Baeggu, Hagseong series) 7. Fluventic Thapto-Histic Haplaquepts : These soils have a buried organic matter layer and the upper boundary is within 1m of the surface. Other properties are same as Fluventic Haplaquepts. (Ex. Gongdeog, Seotan series) 8. Fluventic Aeric Haplaquepts : These soils have a horizon that has chroma too high for Fluventic Haplaquepts. The higher chroma is thought to indicate either a shorter period of saturation of the whole soils with water or some what deeper ground water than in the Fluventic Haplaquepts. The correlation of color with soil drainage classes is imperfect. (Ex. Mangyeong, Jeonbug series) 9. Fluventic Thapto-Histic Aeric Haplaquepts : These soils are similar to Fluventic Thapto Histic Haplaquepts except for the deeper ground water. (Ex. Bongnam series) 10. Fluventic Aeric Sulfic Haplaquepts : These soils are similar to Fluventic Aeric Haplaquepts except for the yellow mottles and low pH (<4.0) in some part between 50 and 150cm of the surface. (Ex. Deunggu series) 11. Fluventic Sulfaquepts : These soils are extremely acid and toxic to most plant. Their horizons are mostly dark gray and have yellow mottles of iron sulfate with in 50cm of the soil surface. They occur mainly in coastal marshes near the mouth of rivers. (Ex. Bongrim, Haecheog series) 12. Fluventic Aeric Sulfaquepts : They have a horizon that has chroma too high for Fluventic Sulfaquepts. Other properties are same as Fluventic Sulfaquepts. (Ex. Gimhae series) 13. Anthroaquic Fluvaquentic Eutrochrepts : These soils have mottles of low chroma in more than 50cm of the surface due to irrigated water. The base saturation is 60 percent or more in some subhroizon that is between depth of 25 and 75cm below the surface. (Ex. Jangyu, Chilgog series) 14. Anthroaquic Dystric Fluventic Eutrochrepts : These soils are similar to Anthroaquic Fluvaquentic Eutrochrepts except for the low chroma within 50cm of the surface. (Ex. Weolgog, Gyeongsan series) 15. Anthroaquic Fluventic Dystrochrepts : These soils have mottles that have chroma of 2 or less within 50cm of the soil surface due to artificial irrigation. They have lower base saturation (<60 percert) in all subhorizons between depths of 25 and 75cm below the soil surface. (Ex. Gocheon, Bigog series) 16. Anthro aquic Eutrandepts : These soils are similar to Anthroaquic Dystric Fluventic Eutrochrepts except for lower bulk density in the horizon. (Ex. Daejeong series) 17. Anthroaquic Hapludalfs : These soils' have a surface that is saturated with irrigated water at some time and have chroma of 2 or less in the matrix and higher chroma of mottles within 50cm of the surface. (Ex. Hwadong, Yongsu series) 18. Anthro aquic, Aquic Hapludalfs : These soils are similar to Anthro aquic Hapludalfs except for the matrix that has chroma 2 or less and higher chroma of mottles in more than 50cm of the surface. (Ex. Geugrag, Deogpyeong se ries)

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Color cast detection based on color by correlation and color constancy algorithm using kernel density estimation (색 상관 관계 기반의 색조 검출 및 핵밀도 추정을 이용한 색 항상성 알고리즘)

  • Jung, Jun-Woo;Kim, Gyeong-Hwan
    • Journal of Korea Multimedia Society
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    • v.13 no.4
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    • pp.535-546
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    • 2010
  • Digital images have undesired color casts due to various illumination conditions and intrinsic characteristics of cameras. Since the color casts in the images deteriorate performance of color representations, color correction is required for further analysis of images. In this paper, an algorithm for detection and removal of color casts is presented. The proposed algorithm consists of four steps: retrieving similar image using color by correlation, extraction of near neutral color regions, kernel density estimation, and removal of color casts. Ambiguities in near neutral color regions are excluded based on kernel density estimation by the color by correlation algorithm. The method determines whether there are color casts by chromaticity distributions in near neutral color regions, and removes color casts for color constancy. Experimental results suggest that the proposed method outperforms the gray world algorithm and the color by correlation algorithm.

Image Enhancement Using Error Diffusion with APL in PDP (APL 적용 오차 확산법을 이용한 PDP 화질 개선)

  • Jang Soo-Wook;Pyo Se-Jin;Lee Sung-Hak;Sohng Kyu-Ik;Kim Eun-Su
    • Journal of Korea Multimedia Society
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    • v.8 no.10
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    • pp.1360-1368
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    • 2005
  • PDP is the flat panel display, suitable for high definition television because of large-sire and high-brightness. It has many advantages such as fast response, wide viewing angle, low weight, and simple manufacturing process for fabrication. However, there are some disadvantages and one of them is the image quality degradation, which is dependent on the digital signal processing. Although image quality of PDP is improving by many researches and experimentations, it still isn't as good as that of CRT because of various factors. One of them is worm-like pattern generated by an error diffusion process. And the worm-like pattern is severely increased after an APL process. An increased worm-like pattern occur a drop of resolution in image and a change of CCT according to each grayscale. In this paper, a method for improvement of image quality using the error diffusion which considers the APL process is proposed. In the proposed method, the APL process is performed before the error diffusion process. Simulation results showed that the proposed method has better performances for resolution in images and CCT uniformity according to each grayscale than the conventional method.

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Enhancement of Faded Images Using Integrated Compensation Coefficients Based on Multi-Scale Gray World Algorithm (다중크기 회색계 알고리즘 기반의 통합된 보정 계수를 이용한 바랜 영상 개선)

  • Kyung, Wang-Jun;Kim, Dae-Chul;Ha, Yeong-Ho
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39A no.8
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    • pp.459-466
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    • 2014
  • Fading effect of old pictures and printings is shown up differently according to the ink property, temperature, humidity, illuminants, and so on. Faded image enhancement techniques based on illuminant estimation are proposed such as the gray world algorithm and white patch retinex methods. However, conventional simple operators are not suitable for enhancing faded images because partial fading effect is appeared differently. Thus, this paper presents a color enhancement algorithm based on integrating correction coefficients for faded images. First, the proposed method adopts local process by using multi-scale average mask. The coefficients for each multi-scale average mask are obtained to apply the gray world algorithm. Then, integrating the coefficients with weights is performed to calculate correction ratio for red and blue channels in the gray world assumption. Finally, the enhanced image is obtained by applying the integrated coefficients to the gray world algorithm. In the experimental results, the proposed method reproduces better colors for both wholly and partially faded images compared with the previous methods.

The additive mixture of induced colors by background colors in the afterimage (색채 잔상 지각에서 배경 색에 의해 유도된 색의 가산 혼합 현상 탐구)

  • Kim Sun Ah;Chung Chan-Sup
    • Korean Journal of Cognitive Science
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    • v.15 no.4
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    • pp.21-30
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    • 2004
  • Additive color mixture of two different background colors appeared in the afterimage of a gray circle centered on an isoluminant bichromatic background (red/green, blue/green, or blue/yellow background). The chromatic mixture still appeared in the afterimage of a gray circle on a bichromatic background at different luminance levels, and also appeared in a large test field. The saturation of the induced color was observed to increase as the overall luminance of adaptation background stimulus increase of the size of test field decreases. It was found that the chromatic mixture does not appear with a chromatic or achromatic boundary inserted on the center of the test field. The boundary seems to prevent the induced color on each side of test field from spreading to the other side so that the induced color does not appear mixed but divided into two different colors. Without a boundary on the test stimulus, the color information induced in the afterimage seems to be too weak to create a subjective boundary between the two colors and consequently propagate inward appearing mixed.

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