• Title/Summary/Keyword: Human Similarity

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A Study on Person Re-Identification System using Enhanced RNN (확장된 RNN을 활용한 사람재인식 시스템에 관한 연구)

  • Choi, Seok-Gyu;Xu, Wenjie
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.17 no.2
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    • pp.15-23
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    • 2017
  • The person Re-identification is the most challenging part of computer vision due to the significant changes in human pose and background clutter with occlusions. The picture from non-overlapping cameras enhance the difficulty to distinguish some person from the other. To reach a better performance match, most methods use feature selection and distance metrics separately to get discriminative representations and proper distance to describe the similarity between person and kind of ignoring some significant features. This situation has encouraged us to consider a novel method to deal with this problem. In this paper, we proposed an enhanced recurrent neural network with three-tier hierarchical network for person re-identification. Specifically, the proposed recurrent neural network (RNN) model contain an iterative expectation maximum (EM) algorithm and three-tier Hierarchical network to jointly learn both the discriminative features and metrics distance. The iterative EM algorithm can fully use of the feature extraction ability of convolutional neural network (CNN) which is in series before the RNN. By unsupervised learning, the EM framework can change the labels of the patches and train larger datasets. Through the three-tier hierarchical network, the convolutional neural network, recurrent network and pooling layer can jointly be a feature extractor to better train the network. The experimental result shows that comparing with other researchers' approaches in this field, this method also can get a competitive accuracy. The influence of different component of this method will be analyzed and evaluated in the future research.

MOLECULAR CLONING AND SEQUENCE ANALYSIS OF THE GENE FOR THE HEMIN-BINDING PROTEIN FROM Prevotella intermedia (Prevotella intermedia에서의 Hemin 결합 단백질 유전자의 분리 및 염기서열 분석)

  • Kim, Shin;Kim, Sung-Jo
    • Journal of the korean academy of Pediatric Dentistry
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    • v.33 no.2
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    • pp.304-310
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    • 2006
  • Prevotella intermedia is one of the most frequently implicated pathogens in human periodontal disease and has a requirement for hemin for growth. This study has identified a hemin-binding P. intermedia protein by expression of a P. intermedia genomic library in Escherichia coli, a bacterium which does not require or transport exogenous hemin. The genomic library of P. intermedia was constructed into plasmid pUC18, transformed into Escherichia coli strain $DH5{\alpha}$, and screened for recombinant clones using heminbinding activity by plating onto hemin-containing agar. Approximately 5,000 recombinant E. coli colonies were screened onto LB-amp-hemin agar, single clone(pHem1) was exhibited a clearly pigmented phonotype. The 2.5kb insert DNA of pHem1 was determined by restriction enzyme mapping. Southern blot analysis of BamHI, BglII, EcoRI, HindIII and PstI-digested P. intermedia DNA indicated that single copy of the gene was present in the genome. Northern blot analysis revealed that the size of transcript was approximately 1.8 kb. The cloned gene contained a single ORF, consisting of approximately 850-residue amino acids. A BLAST search of the Institute for Genomic Research genes with similar nucleotide sequence revealed no significant similarity It needs further investigation to clarify the mechanisms of heme uptake in P. intermedia.

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Land Use and Greenspace Structure in Seoul - Case of Kangnam-gu and Junglang-gu - (서울시의 토지이용 및 녹지구조 - 강남구 및 중랑구를 대상으로 -)

  • 조현길;이경재;권전오
    • Korean Journal of Environment and Ecology
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    • v.12 no.1
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    • pp.30-41
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    • 1998
  • This study analyzed urban greenspace area and vegetation structure by land use types for Kangnam-gu and Junglang-gu in Seoul different in income and building construction date. The study districts had a similar areal distribution of land use types. Residential lands accounted for about 32~37% of total area, natural lands, 19~22%, commercial and industrial lands(including transportation), 13~18%, and institutional lands, 13~17%. Greenspace covered only 20~30% of urban residential and commercial area in which human activities of living concentrate. Canopy stocking level in urban lands (all land uses except natural and agrecultural lands) was about 39% for Kangnam-gu and 50% for Junglang-gu, showing tree planting potential slightly higher in Kangnam-gu than in Junglang-gu. Woody plant cover was approximately 13%, and tree density was 3 trees/100m$^{2}$ forurban lands in both districts. The tree-age structure was largely characterized by young, growing tree population, and species diversity within a diameter class decreases as the diameter classes get larger. Urban lands of both districts had quite a similar species composition of woody plants (similarity indez of 0.70). Income and bulding construction date did not result in significant diference between the two districts in vegetation structure for urban lands. Some strategies were ezplored to solve problems found in the present greenspace structures. They included increase of biomass and greenspace area through minimization of unnecessary impervious surfaces, creation of multilayered and multiaged vegetation structures, and avoidance of intensive tree pruning and relocation of above ground utility lines.

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Determination of the Antioxidant Capacity of Korean Ginseng Using an ORAC Assay (ORAC Assay 에 의한 인삼의 항산화 활성 연구)

  • Kim, Sung-Hwan;Kim, Young-Mok
    • Journal of the East Asian Society of Dietary Life
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    • v.17 no.3
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    • pp.393-401
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    • 2007
  • This study was performed to investigate the antioxidant activity of Korean ginseng using an ORAC(Oxygen Radical Absorbance Capacity) assay. Four fractions each (80% ethanol, ethyl acetate, water saturated 1-butanol, and water) were obtained from different ginseng samples (White Ginseng: ; 6 yrs-., 5 yrs-., ; Cork Ginseng: ; 5 yrs-., 4 yrs-.). The saponin content of each fraction was quantified by LC/MS, and the antioxidant capacity of the ginseng was measured by the ORAC assay. The ORAC method, which was recently validated using automatic liquid handling systems, has been adapted for manual handling with the use of a conventional fluorescence microplate reader. Furthermore, the ORAC assay provides a direct measure of hydrophilic chain-breaking antioxidant capacity against peroxy radical, which is the exiting and emission of 2,2'-Azobis (2-methylpropionamidine)-dihychloride (AAPH). As a result of our experiments, ginsenosides Rg1 and Rb1 were the two major saponins found in the ginseng samples, and Rc, Rb2, Re, Rd, Rg3, and Rh1 were detected in a small quantities. For the antioxidant capacities of the fractions (80% ethanol, ethyl acetate, butanol, and water), we found that the organic solvent fraction had similar antioxidant capacities, and were higher than the capacity of the water fraction. When determining the similarities in each fraction, only the ethyl acetate fraction showed similarity compared to other fractions (p>0.05). The antioxidant capacity of ginseng may come from phenolic compounds and some nonpolar saponins. However, based on the results of this study, we hypothesize that some acidic polysaccharides and other biological components may contribute to its antioxidant capacity. Additional research is required to determine other possible biological response modifiers that contribute to the antioxidant capacity of ginseng.

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Comparative Study on Seasonal Festival and Food Culture among the Korea, China and Japan (한.중.일 세시풍속과 세시음식(歲時飮食)에 대한 비교)

  • Shin, Mee-Kyung;Chung, Hee-Chung
    • Journal of the East Asian Society of Dietary Life
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    • v.18 no.3
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    • pp.277-293
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    • 2008
  • We conducted a consensual, expansive, and successive study to compare cultural differences and similarities between Korean, Chinese and Japanese's Seasonal Festivals and Foods documentarily. It showed interesting results that the three countries had celebrated with similar meanings, and shared similar events and special foods. Seasonal Festivals happen throughout the year sequentially: the New Year Day, January $15^{th}$(first full moon festival), March $3^{rd}$(double three day), May $5^{th}$(double five day), July $7^{th}$(double seven day) and finally the Year Farewell Festival. While, the festival of a royal birthday of Buddha happens on April $8^{th}$ in both countries: Korea and Japan. There is also one of the big festivals called the harvest moon festival on August $15^{th}$, and this event celebrates with special foods both in Korea and China. On December $23^{th}$, it is a special day for both Chinese and Japanese, but they celebrate the day with different meanings to it. Three countries have a special seasonal event celebrated each other. Koreans have a special event called Sambok to overcome summer with special food during a middle of June to the beginning of July. Chinese have a special event for overcoming winter with soup on December $8^{th}$. Japanese have a special event with rice cake to safety on January $11^{th}$. On these seasonal festivals, it is different to note that two different kinds of calendars are used. The lunar calendar is used by Koreans and Chinese whereas the solar calendar is used by Japanese. Because of the similarity in Buddhism, and agricultural industry, and especially sharing Chinese Characters in words, these three countries have in common in many ways to celebrate Seasonal Festival, and it is very unique custom in the world. Nowadays; however, these traditional events and special foods are changing in more simplified version and almost disappearing in all three countries. Therefore, we suggest that the Seasonal Festivals and Foods should be more emphasized in flourishing and exchanging between Korea, China and Japan.

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Realtime Strategy Generation System using Case-based Reasoning (사례기반 추론을 이용한 실시간 전술 생성 시스템 설계)

  • Park, Jong-An;Hong, Chul-Eui;Kim, Won-Il
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.48 no.5
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    • pp.49-54
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    • 2011
  • Case-based reasoning is an efficient method to find solutions for new problems by using past cases after appropriate changes. It is widely used in everyday life because it resembles the way human acts. In this paper, we propose a military system that generates the most appropriate tactics for CGF (Computer Generated Forces) by utilizing past practices. It indeed applies case-based reasoning at the process of armed conflict. When the CGF squad on a mission, they will be given an action plan to reach the final goal. In the process of executing, tactics for specific action should be organized such as attacks, ambushes, and tactical moves. By using the proposed method, tactics were generated by case-based reasoning. The proposed system successfully receives input through each command and control agent, measures the degree of similarity with the case in case DB, selects the most similar case, modifies, uses, and then stores it for next time.

Perceptual Quality Assessment on Display based on Analytic Network Process (Analytic Network Process 기반의 디스플레이 인지화질 평가)

  • Sung, Jung-Min;Choi, Bong-Seok;Choi, Bong-Yeol;Ha, Yeong-Ho
    • Journal of the Institute of Electronics and Information Engineers
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    • v.51 no.7
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    • pp.180-189
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    • 2014
  • Display quality assessment has been a long standing issue due to the diversity of display devices and the rapid growth of display technology. The conventional display quality assessment methods are mostly those methods which evaluate qualities of a display by measuring physical quantities, but the results from the methods are not equal to the perceived results which are acquired with subjective experiments. Thus, we need to solve the above contrariety as well as establish the quantitative correlation between physical and perceived results. This paper proposes the systematic method of evaluating relative perceived qualities among various display devices and quantifies these relative perceived qualities. The proposed method is based on Analytic Network Process(ANP), which is one of the most popular decision making methods in the business administration field. We also adopted three evaluation criteria, which consist of color, shape and depth, in order to reflect the human visual system and chose eight sub-criteria related to display characteristics via question investigation. We carried out a subjective experiment and the proposed method which evaluated perceived qualities of two display devices(TFT-LCD, OLED) in order to prove the similarity between their results. As a result, it is proved that the order relationship between perceived qualities was the same as the order of results got through the subjective experiment.

Intelligent Diagnosis Assistant System of Capsule Endoscopy Video Through Analysis of Video Frames (영상 프레임 분석을 통한 대용량 캡슐내시경 영상의 지능형 판독보조 시스템)

  • Lee, H.G.;Choi, H.K.;Lee, D.H.;Lee, S.C.
    • Journal of Intelligence and Information Systems
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    • v.15 no.2
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    • pp.33-48
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    • 2009
  • Capsule endoscopy is one of the most remarkable inventions in last ten years. Causing less pain for patients, diagnosis for entire digestive system has been considered as a most convenience method over a normal endoscope. However, it is known that the diagnosis process typically requires very long inspection time for clinical experts because of considerably many duplicate images of same areas in human digestive system due to uncontrollable movement of a capsule endoscope. In this paper, we propose a method for clinical diagnosticians to get highly valuable information from capsule-endoscopy video. Our software system consists of three global maps, such as movement map, characteristic map, and brightness map, in temporal domain for entire sequence of the input video. The movement map can be used for effectively removing duplicated adjacent images. The characteristic and brightness maps provide frame content analyses that can be quickly used for segmenting regions or locating some features(such as blood) in the stream. Our experiments show the results of four patients having different health conditions. The result maps clearly capture the movements and characteristics from the image frames. Our method may help the diagnosticians quickly search the locations of lesion, bleeding, or some other interesting areas.

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Antimicrobial Efficiency in the Fermented Slurry of Unpolished Rice (현미 발효 슬러리의 항균활성)

  • Choi, Hakjoon;Gwak, Gyeongja;Choi, Dabin;Park, Jaeyoung;Cheong, Hyeonsook
    • Microbiology and Biotechnology Letters
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    • v.43 no.4
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    • pp.307-313
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    • 2015
  • Unpolished rice (UR) is considered to be a healthy alternative to white rice when coping with chronic diseases. In the present study, the fermented slurry of unpolished rice (FSUR) was evaluated with respect to its antimicrobial activities and biochemical characteristics, including the quantities of sugar, total soluble sugar, organic acids, free amino acids, pH, and physiological activity. The antimicrobial efficiency of FSUR was assessed using the paper disc-agar diffusion method. FSUR exhibited strong antimicrobial activity against six pathogenic bacterial strains (Staphylococcus aureus, Escherichia coli, Listeria monocytogenes, Pseudomonas aeruginosa, Salmonella typhimurium, and Yersinia enterocolitica) and two fermentation strains (Gluconacetobacter intermedius and Lodderomyces elongisporus). The antimicrobial activity of FSUR was higher than the commercial antibiotics, carbenicillin ($50{\mu}g/ml$) and tetracycline ($50{\mu}g/ml$) against S. aureus, E. coli, L. monocytogenes, P. aeruginosa, S. typhimurium, Y. enterocolitica, and L. elongisporus. Also FSUR had a high antioxidant activity. The microorganisms were isolated from FSUR using tryptic soy broth and yeast extract-peptone-dextrose agar media. The isolated microorganisms were characterized using physiological and biochemical analyses as well as by 16S rRNA gene sequencing and phylogenic analysis. 16S rRNA gene sequence analysis showed that the isolated microorganisms had a high similarity to G. intermedius, Lactobacillus casei, Lactobacillus plantarum, and Acetobacter peroxydans.

Development and Verification of Real Time Subjective Sensibility Evaluation System

  • Chung, Soon-Cheol;Min, Byung-Chan
    • Journal of Biomedical Engineering Research
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    • v.24 no.4
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    • pp.355-361
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    • 2003
  • In the present study, a new Real Time Subjective Evaluation (RTSSE) system was developed. The system is composed of two parts: a sensibility input part and sensibility evaluation part. The sensibility input part receives values, which are recorded on an input board using a stylus and digital tablet, from each subject's evaluation of his/her own subjective sensibility towards a particular stimulus. The sensibility evaluation part displays the level of pleasantness and arousal on one or two dimensions in real time. An experiment was conducted in order to investigate the feasibility and effectiveness of the RTSSE system. The present study compared Galvanic Skin Response (GSR) with the RTSSE by presenting 28 subjects in their 20s with pictures arousing either positive or negative sensibility. Following the experiment, an off-line subjective assessment using a questionnaire was given to the same subjects. According to the correlation coefficients, changes in subjective sensibility caused by the positive visual stimulus were related more closely to GSR, from the positive visual stimulus, and changes in subjective sensibility caused by the negative visual stimulus were related more closely to GSR from the negative visual stimulus. The questionnaire results showed marked similarity to the average responses of the RTSSE. In conclusion, the most remarkable characteristic of the present system is that it not only assesses the average sensibility when stimuli are presented, but also shows the changing strength of sensibility over time.