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다중 경로 특징점 융합 기반의 의미론적 영상 분할 기법 (Multi-Path Feature Fusion Module for Semantic Segmentation)

  • 박상용;허용석
    • 한국멀티미디어학회논문지
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    • 제24권1호
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    • pp.1-12
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    • 2021
  • In this paper, we present a new architecture for semantic segmentation. Semantic segmentation aims at a pixel-wise classification which is important to fully understand images. Previous semantic segmentation networks use features of multi-layers in the encoder to predict final results. However, they do not contain various receptive fields in the multi-layers features, which easily lead to inaccurate results for boundaries between different classes and small objects. To solve this problem, we propose a multi-path feature fusion module that allows for features of each layers to contain various receptive fields by use of a set of dilated convolutions with different dilatation rates. Various experiments demonstrate that our method outperforms previous methods in terms of mean intersection over unit (mIoU).

Random Forest Classifier-based Ship Type Prediction with Limited Ship Information of AIS and V-Pass

  • Jeon, Ho-Kun;Han, Jae Rim
    • 대한원격탐사학회지
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    • 제38권4호
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    • pp.435-446
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    • 2022
  • Identifying ship types is an important process to prevent illegal activities on territorial waters and assess marine traffic of Vessel Traffic Services Officer (VTSO). However, the Terrestrial Automatic Identification System (T-AIS) collected at the ground station has over 50% of vessels that do not contain the ship type information. Therefore, this study proposes a method of identifying ship types through the Random Forest Classifier (RFC) from dynamic and static data of AIS and V-Pass for one year and the Ulsan waters. With the hypothesis that six features, the speed, course, length, breadth, time, and location, enable to estimate of the ship type, four classification models were generated depending on length or breadth information since 81.9% of ships fully contain the two information. The accuracy were average 96.4% and 77.4% in the presence and absence of size information. The result shows that the proposed method is adaptable to identifying ship types.

Analysis of Flavonoid Components of Unripen Mandarin in Jeju Island and Change of Flavonoid Composition through Secondary Metabolism

  • Ho Bin Kim;Han Soo Kim;Moon Suk Choi;Jong Heon Kim;Min Sun Park;Mi Jung Kim
    • 한국자원식물학회:학술대회논문집
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    • 한국자원식물학회 2022년도 추계학술대회
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    • pp.105-105
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    • 2022
  • Unripen mandarin in Jeju Island is known to contain functional ingredients including various flavonoids. This Study was carried out to identify the components of Unripen mandarin extracts and Secondary metabolism by enzyme treatment on Unripen mandarin. We extracted Unripen mandarin using optimal extraction method and selected the most optimal enzyme among commercial enzymes for a Secondary metabolism. As a result, flavonoid components such as Hesperidine and Narirutin, which are known to be contained a lot in unripen mandarin, could be analyzed. However In this extraction method there were no other flavonoid components such as Nobiletin, Tangeretin known to contain in unripen mandarin. However as a result of secondary metabolism a new functional component called Prunin which was not known to be contained in unripen mandarin, was detected as a secondary metabolic product due to enzyme treatment. Through this, it can be confirmed that it would be possible to develop high-value-added products by enzyme treatment on unripen mandarin.

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하늘타리의 이화학적 조성 (Physicochemical Composition of Trichosanthes kirilowii Maximowicz)

  • 전병영;한광수
    • 한국약용작물학회지
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    • 제13권4호
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    • pp.150-153
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    • 2005
  • 하늘타리는 한약재로 많이 사용되지만 이들의 일반성분에 대한 연구가 부족한 실정이다. 따라서 한약재로 사용되는 각 부위 중의 일반성분을 조사한 결과 괄루실의 경우 탄수화물 70%, 조단백질이 13%, 조지방 5%, 조섬유소 6%, 조회분 6%의 함량을 나타냈다. 또한 괄루인은 탄수화물 62.59%, 조단백질이 12.75%, 조지방 14.80%, 조섬유소 6.5%, 조회분 3.36%의 함량을 나타냈고 괄루근은 탄수화물 89.40%, 조단백질이 4.10%, 조지방 0.50%, 조섬유소 3.5%, 조회분 2.50%의 함량을 나타내었다. 괄루실과 괄루인은 15종류의 아미노산을 함유하고 있으며, 그중 괄루실에는 폐닐알라닌과 글리신이 많은 함량을 나타내었다. 괄루인에는 루신이 없는 대신 라이신이 검출되었으며, 괄루근에서는 14종의 아미노산이 검출되었다.

國산構造용 鋼板 의 水中熔接性 과 熔接强度 特性 (Weldability and Weld Strength of Underwater Welds of Domestic Structural Steel Plates)

  • 오세규;남기우
    • 대한기계학회논문집
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    • 제7권3호
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    • pp.263-269
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    • 1983
  • Underwater welding by a gravity arc welding process was investigated by using six types of coated electrodes and SM41A steel plates of 10 mm thickness as base metal and it was ascertained that this process may be put to practical use. Main results obtained are summarized as follows: 1. Angle of electrode affects no influence on bead appearance and the proper range of welding current and diameter of electrode for the high titanium oxide type is relatively wider than that for the ilmenite type. And the lime titania type, high titanium oxide type and ilmenite type of domestic coated arc welding electrodes of .phi.4 mm could attain the soundest underwater welded joints which contain no welding imperfection. 2. According to macro-structure, micro-structure and hardness distribution inspectionson underwater welded joint, the area between the HAZ and the surface of the weld in neighbourhood of the bond has the maximum hardness value. The structure of these parts is martensite and bainite. Other parts contain mocro-ferrite, micro-pearlite structure, which contain soundness of welded joint free from weld imperfection. 3. On consideration of both tensile strength of more than 100% joint efficiency and sufficient impact value, the welding condition which can get optimal welding strength is heat input of 1,400-1,500 J/mm, current of 200-215 ampere (voltage of 32-33 volts) in the case of lime titania type electrode. 4. Underwater welding strength (tensile strength, impact strength) depends on heat input (or current) quantitatively and they have the relationship of parabolic function. Each experimental equation has a high reliability and its percent of mean error is 4.14%. 5. It is suggested that the optimal design of weld strength by welding condition (current, heat input) could be utilized for a quality control of underwater welding.

적응 템플릿 필터링에서 복셀의 부분 볼륨 효과로 인한 헤지 아티팩트의 제거 (Removal of Edge Artifact due to Pertial Volume Effect in the Adaptive Template Filtering)

  • 안창범;송영철
    • Investigative Magnetic Resonance Imaging
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    • 제4권2호
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    • pp.120-127
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    • 2000
  • 최근에 해상도의 손실없이 신호대잡음비를 개선시킬 수 있는 적응 템플릿 필터링이 제안되었다. 적응 템플릿 필터링은 다중 템플릿들 중에서 현재 복셀의 주변 구조와 가장 잘 매칭이 되는 템플릿을 선택하여 적응필터 링을 적용하는 방법이다. 적응 템플릿 필터링을 자기공명영상에 적용할때 기존의 필터링 방법들에 비하여 향상된 결과를 얻을 수 있으나, $T_1$ 영상과 같이 비교적 작은 동적 범위를 가진 영상에서는 에지에서 계단모양의 artifact가 발견되곤 한다. 이것은 자기 공명영상에서 복셀의 부분적인 볼륨 효과에 기인하는 것으로 여러 조직의 성분을 포함하고 있는 경계면의 복셀들에 적응 템플릿 필터링이 적용될 경우 다중성분을 가진 복셀들의 그레이레벨이 인접한 단일성분의 그레이레벨 값에 가까워져 에지가 강조되기 때문이다 본 논문에서는 다중 성분을 갖는 복셀들을 선별하여 이들에 대해서는 가장 큰 크기의 템플릿을 할당함으로써 artifact를 제거하는 방법을 제안하였다. 제안한 방법을 $T_1$ 자기공명영상과 팬텀 영상에 적용한 결과 에지 artifact가 사라지는 것을 확인할 수 있었으며, 최대 신호대잡음비 면에서도 향상된 결과를 얻을 수 있었다.

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우리 나라 황토(풍화토)의 구성광물 및 화학성분 (Mineralogy and Chemical Composition of the Residual Soils (Hwangto) from South Korea)

  • 황진연;장명익;김준식;조원모;안병석;강수원
    • 한국광물학회지
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    • 제13권3호
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    • pp.147-163
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    • 2000
  • The mineralogy and chemical composition of reddish to brownish yellow residual soils, so called "Hwangto" have been examined according to representative host rocks. The result of the study indicates that Hwangto consists of 40-80% clay minerals and various minerals such as quartz, feldspar, hornblende, goethite, and gibbsite. Clay minerals include kaolinite, halloysite, illite, hydroxy interlayered vermiculite (HIV), mica/vermiculite interstratifield mineral and chlorite. The mineralogical constituents and contents of Hwangto were different depending on the types of host rocks. Moreover, the Jurassic granitic rocks contain relatively more kaolin minerals, whereas the Cretaceous granitic rocks contain more HIV and illite. In addition, reddish Hwangto contains relatively more kaolinite and HIV, and yellowish Hwangto contains more illite and halloysite. It is suggested that feldspars and micas of host rocks were chemically weathered into illite, halloysite, illite/vermiculite interstratified minerals, and HIV, and finally into kaolinite. Compared with their host rocks, the major chemical compositions of Hwangto tend to contain more $Al_2O_3,\;Fe_2O_3,\;H_2O$ in amount and less Ca, Mg, and Na. Hwangto contains relatively high amount of trace elements, P, S, Zr, Sr, Ba, Rb, and Ce including considerable amount of Li, V, Cr, Zn, Co, Ni, Cu, Y, Nb, La, Nd, Pb, Th in excess of 10 ppm. Relatively high amount of most trace elements were detected in the Hwangto. The major and minor chemical compositions of the Hwangto were different depending on the types of host rocks. However, their difference was in the similar range compared with the compositions of host rocks.

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