• Title/Summary/Keyword: Deep Features

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A Deep Learning-based Streetscapes Safety Score Prediction Model using Environmental Context from Big Data (빅데이터로부터 추출된 주변 환경 컨텍스트를 반영한 딥러닝 기반 거리 안전도 점수 예측 모델)

  • Lee, Gi-In;Kang, Hang-Bong
    • Journal of Korea Multimedia Society
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    • v.20 no.8
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    • pp.1282-1290
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    • 2017
  • Since the mitigation of fear of crime significantly enhances the consumptions in a city, studies focusing on urban safety analysis have received much attention as means of revitalizing the local economy. In addition, with the development of computer vision and machine learning technologies, efficient and automated analysis methods have been developed. Previous studies have used global features to predict the safety of cities, yet this method has limited ability in accurately predicting abstract information such as safety assessments. Therefore we used a Convolutional Context Neural Network (CCNN) that considered "context" as a decision criterion to accurately predict safety of cities. CCNN model is constructed by combining a stacked auto encoder with a fully connected network to find the context and use it in the CNN model to predict the score. We analyzed the RMSE and correlation of SVR, Alexnet, and Sharing models to compare with the performance of CCNN model. Our results indicate that our model has much better RMSE and Pearson/Spearman correlation coefficient.

IONOSPHERIC OBSERVATION USING KOREAN SATELLITES

  • MIN KYOUNG W.;LEE JAEJIN;PARK JAEHEUNG;KIM HEEJUN;LEE ENSANG
    • Journal of The Korean Astronomical Society
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    • v.36 no.spc1
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    • pp.109-115
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    • 2003
  • We report the results of the ionospheric measurement obtained from the instruments on board the Korea Multi-Purpose Satellite - 1 (KOMPSAT-l). We observed a deep electron density trough in the nighttime equatorial ionosphere during the great magnetic storm on 15 July 2000. We attribute the phenomena to the up-lifted F-layer caused by the enhanced eastward electric field, while the spacecraft passed underneath the layer. We also present the results of our statistical study on the equatorial plasma bubble formation. We confirm the previous results regarding its seasonal and longitudinal dependence. In addition, we obtain new statistical results of the bubble temperature variations. The whole data set of measurement for more than a year is compared with the International Reference Ionosphere (IRI). It is seen that the features of the electron density and temperature along the magnetic equator are more prominent in the KOMPSAT-l observations than in the IRI model.

Ultrastructural Studies on the Hemal Node and the Hemolymph Node in the Korean Native Goat (한국재래산양 혈절 및 혈림프절에 관한 전자현미경적 연구)

  • Yoon, Yeo-Sung;Lee, Joon-Sup;Lee, Heung-Shik;Lee, In-Se;Kim, Dae-Joong;Kim, Jin-Sang
    • Applied Microscopy
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    • v.20 no.1
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    • pp.77-89
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    • 1990
  • The ultrastructures of the hemal node and the hemolymph node in the Korean native goat were observed by transmission and scanning elelctron microscopies for their morphological features. The sinus of hemal node was lined by endothelial-like reticular cells that had an euchromatin-rich nucleus and many cytoplasmic processes by which reticular fibers were surrounded. In the hemolymph node, the mast cell and the plasma cell were closely contact each other by the cytoplasmic process. The hemal node had venous sinusal-like vessels which were different from the deep sinus, and the hemolymph node had lymph capillaries. The lymph vessels with valves were observed in the capsule of the hemolymph node.

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New red algal species, Erythroglossum hyacinthinum (Delesseriaceae, Rhodophyta) from Korea

  • Kang, Jeong Chan;Kim, Myung Sook
    • ALGAE
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    • v.29 no.1
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    • pp.1-13
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    • 2014
  • The genus Erythroglossum is characterized by Phycodrys-type apical organization, Polyneura-type procarp, and the presence of a midrib. We collected an unidentified Delesseriaceaen species from deep water off the southern coast of the Korean Peninsula. This alga resembles Polyneura japonica in terms of having broadly flattened thalli with a cylindrical stipe, the presence of a midrib and alternative lateral veins. To confirm the taxonomic status of this entity, we compared the morphological features and rbcL sequences among other species of Erythroglossum and P. japonica. As a result, we assigned the new species, Erythroglossum hyacinthinum, to the genus Erythroglossum because of the presence of a midrib. This species is characterized by an elliptical to obovate blade with a short cylindrical stipe, a conspicuous midrib and alternate veins, margins with numerous microscopic dentations, di-trichotomously branching, and bulish-violet iridescence. The phylogeny of rbcL sequences indicates that E. hyacinthinum is definitely a separate entity, but the genera in the tribe Phycodryeae have inconsistent phylogenetic relationships. This is the first study comparing the molecular phylogeny within the genus Erythroglossum.

Low Grade Fibromyxoid Sarcoma in Chest Wall -One case report- (흉벽에 발생한 저등급의 섬유점액성 육종 -1 례 보고-)

  • 이기복;홍기우;박희철;이원진;김건일;최광민;박혜림;장기택
    • Journal of Chest Surgery
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    • v.35 no.8
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    • pp.638-641
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    • 2002
  • Low grade fibromyxoid sarcoma is a recently recognized, uncommon soft tissue neoplasm. It has a tendency to develop in deep soft tissue of young adults and a possibility of local recurrence or distant metastasis. Diagnostic criteria have not been well defined and this tumor has not been accepted as a distinct entity. Histologically, it is characterized by the presence of bland spindle cells with mainly whorled pattern of growth, set in alternating areas with a myxoid or fibrous stroma. Careful consideration of the morphological and immunohistochemical features of this tumor permit a positive diagnosis of low grade fibromyxoid sarcoma and allow its distinction from a number of other benign and malignant soft tissue neoplasms. We experienced a low grade fibromyxoid sarcoma in chest wall and report this case with a review of the literature.

A CASE REPORT ON TREATMENT OF CLASS II MALOCCLUSION WITH TWIN BLOCKS IN GROWING CHILD (Modified Twin Blocks에 의한 성장기 아동의 II급 부정교합의 치료증례)

  • Yang, Kyu-Ho;Park, Jae-Hong
    • Journal of the korean academy of Pediatric Dentistry
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    • v.21 no.2
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    • pp.577-585
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    • 1994
  • The Twin Blocks technique was developed by Dr. William Clark of Scotland during the early 1980's. Twin Blocks are an uncomplicated system that incorporates the use of upper and lower bite blocks. These blocks reposition the mandible and redirect occlusal forces to achieve rapid correction of malocclusions. They are also comfortable and the patients wear them full-time-inducing eating time. Occlusal forces transmitted through the dentition provide a constant proprioceptive stimulus to influence the rate of growth and the trabecular structure of the supporting bone. The features of Twin Blocks mean easier and quicker treatment. The occlusal inclined plane is the fundamental functional mechanism of the natural dentition. Twin blocks are bite blocks that effectively modify the occlusal inclined plane to induce favorably directed occlusal forces by causing a functional mandibular displacement. Upper and lower bite blocks interlock at a $45^{\circ}$ angle and are designed for full-time wear to take advantage of all functional forces applied to the dentition including the forces of mastication. The patients who were treated with modified Twin Blocks, and following results were observed: 1. Large overjet and deep overbite were corrected. 2. Class II molar relationship was changed into Class I. 3. Labial inclination of upper incisors was corrected by adjustment of labial bow of upper bite block. 4. The profiles of two patients were improved by anterior displacement of mandible.

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The Analysis of Visual Descriptors for Content-based Video Retrieval (내용기반 비디오 검색을 위한 MPEG-7 비주얼 디스크립터 분석)

  • Kim, Seong-Hee
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.16 no.2
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    • pp.157-175
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    • 2005
  • The main purpose of this paper is to explain and analyze visual descriptors of MPEG-7 for representing multimedia content. This study describes MPEG-7 visual descriptors that are made of color, shape, texture, and motion using some examples and application areas in detail. As a result, those visual descriptors can represent the rich and deep features in multimedia contents domain. Also, the use of those descriptors will increase the retrieval effectiveness as well as the interoperability among systems through the consistency of the content representation.

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Seasonal Variation of the Surface Heat Budget in the Gumi Reservoir of Nakdong River (낙동강 구미 보의 수면 열수지 계절 변화)

  • Kim, Hak-Yun;Seo, Kwang-Su;Cho, Chang-Bum;Kim, Hae-Dong
    • Journal of Environmental Science International
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    • v.25 no.8
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    • pp.1057-1063
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    • 2016
  • The heat budget is investigated in the Gumi Reservoir of the Nakdong river. In warm climate season, solar radiation effects play a important role in the change of water temperature. The features of the surface heat balance are almost derived by the latent heat flux and the solar radiation flux. On the other hand, in cold climate season, change of heat stored in the water is mainly dominated by latent and sensible heat transfer between water and air, since flux of solar radiation and loss of outgoing long wave radiation balance approximately. For the annual averages, net flux of radiation, evaporation(latent heat) loss are dominant in the Gumi reservoir. The evaporation losses are dominant from spring to early winter. This means that the Gumi reservoir rolls like a lake of thermal medium or deep depth.

A Comparative study on the religious buildings of Alvar Aalto and Antonio Gaudi - on the perspective of regionalistic design - (알바 알토와 안토니오 가우디의 교회건축 및 디자인 비교 연구 - 지역주의 디자인의 관점에서 -)

  • Yang, Se-Eun
    • Korean Institute of Interior Design Journal
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    • v.16 no.1 s.60
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    • pp.31-38
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    • 2007
  • This study investigated and compared regional features of Aalto's buildings and Gaudi's on the assumption that their designs are based on the regional backgrounds. For it, two churches of each one we selected and analyzed about five divided spaces like disposition, the exterior, plan, structure and introduction and use of the sunlight. As result of analysis, following conclusions are induced: first, Aalto's church design and Gaudi's we similar in which they reflected the thought of regionalistic design. Nevertheless they are deferred in which Aalto accepted the international functionalism but Gaudi rejected it due to his deep belief. Second, they followed the tradition of the regional architecture. Third, both of them took in consideration the nature, but due to the difference of the contexts they are deferred in its use. Finally, both gave importance to the sunlight. But Aalto is from the country where lacks the light while Gaudi is from the country where abounds the light, so its use is different. This investigation shows several possibilities of design under the influence of its regional culture, which gets more important in this century.

A Study on the Environmental color design through the Analysis of Local Colors - Focused on Hongseong-gun - (지역색 분석을 통한 환경색채디자인에 관한 연구 - 홍성군을 중심으로 -)

  • Moon, Sun-Wook
    • Journal of the Korean Institute of Rural Architecture
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    • v.13 no.4
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    • pp.51-58
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    • 2011
  • The purpose of this study was analyzing the features of architectural colors in Hongseong-gun and proposing environmental color design for regional identity color. According to the analysis, Hongseong's base colors are YR of low hue value and grayish tone colors. But a lot of signs and outdoor billboards mar the beauty of the environmental color. So it is more important to solve the problems as well as new environmental color design. The results are as follows; 1) Naepo Color Palette of 2009 Chungnam Public Design Master Plan would be an accepted principal for the contextual landscape image of Chungnam in macro perspective. 2) Outdoor signboards must be controlled and improved for the harmony of the buildings dominant colors. 3) Roof color would arrange R or grayish of deep tone colors those are similar balance of Hongseong base color YR, and gate color would have clear principles of the order such as chromatic or brightness contrast in housing. 4) Forming of future oriented image of Hongseong need to be considered first as to whether it is harmonious tones with existing local base colors.