• Title/Summary/Keyword: Modified Two-Color Method

검색결과 49건 처리시간 0.029초

A New CSR-DCF Tracking Algorithm based on Faster RCNN Detection Model and CSRT Tracker for Drone Data

  • Farhodov, Xurshid;Kwon, Oh-Heum;Moon, Kwang-Seok;Kwon, Oh-Jun;Lee, Suk-Hwan;Kwon, Ki-Ryong
    • 한국멀티미디어학회논문지
    • /
    • 제22권12호
    • /
    • pp.1415-1429
    • /
    • 2019
  • Nowadays object tracking process becoming one of the most challenging task in Computer Vision filed. A CSR-DCF (channel spatial reliability-discriminative correlation filter) tracking algorithm have been proposed on recent tracking benchmark that could achieve stat-of-the-art performance where channel spatial reliability concepts to DCF tracking and provide a novel learning algorithm for its efficient and seamless integration in the filter update and the tracking process with only two simple standard features, HoGs and Color names. However, there are some cases where this method cannot track properly, like overlapping, occlusions, motion blur, changing appearance, environmental variations and so on. To overcome that kind of complications a new modified version of CSR-DCF algorithm has been proposed by integrating deep learning based object detection and CSRT tracker which implemented in OpenCV library. As an object detection model, according to the comparable result of object detection methods and by reason of high efficiency and celerity of Faster RCNN (Region-based Convolutional Neural Network) has been used, and combined with CSRT tracker, which demonstrated outstanding real-time detection and tracking performance. The results indicate that the trained object detection model integration with tracking algorithm gives better outcomes rather than using tracking algorithm or filter itself.

SURFACE CHARACTERISTICS AND BIOLOGICAL RESPONSES OF HYDROXYAPATITE COATING ON TITANIUM BY HYDROTHERMAL METHOD: AN IN VITRO STUDY

  • Kim, Dong-Seok;Kim, Chang-Whe;Jang, Kyung-Soo;Lim, Young-Jun
    • 대한치과보철학회지
    • /
    • 제43권3호
    • /
    • pp.363-378
    • /
    • 2005
  • Statement of problem. Hydroxyapatite(HA) coated titanium surfaces have not yet showed the reliable osseointegration in various conditions. Purpose. This study was aimed to investigate microstructures, chemical composition, and surface roughness of the surface coated by the hydrothermal method and to evaluate the effect of hydrothermal coating on the cell attachment, as well as cell proliferation. Material and Methods. Commercially pure(c.p.) titanium discs were used as substrates. The HA coating on c.p. titanium discs by hydrothermal method was performed in 0.12M HCl solution mixed with HA(group I) and 0.1M NaOH solution mixed with HA(group II). GroupⅠ was heated at 180 $^{\circ}C$ for 24, 48, and 72 hours. GroupⅡ was heated at 180 $^{\circ}C$ for 12, 24, and 36 hours. And the treated surfaces were evaluated by Scanning electron microscopy(SEM), Energy dispersive X-ray spectroscopy(EDS), X-ray photoelectron spectroscopy(XPS), X-ray diffraction method(XRD), Confocal laser scanning microscopy(CLSM). And SEM of fibroblast and 3-(4,5- dimethylthiazol-2-yl)-2,5-diphenyl tetrazolium bromide(MTT) assay were used for cellular responses of the treated surfaces. Results. The color of surface changed in both groups after the hydrothermal process. SEM images showed that coating pattern was homogeneous in group II, while inhomogeneous in group I. H72 had rosette-like precipitates. The crystalline structure grew gradually in group II, according to extending treatment period. The long needle-like crystals were prominent in N36. Calcium(Ca) and phosphorus(P) were not detected in H24 and H48 in EDS. In all specimens of group II and H72, Ca was found. Ca and P were identified in all treated groups through the analysis of XPS, but they were amorphous. Surface roughness did not increase in both groups after hydrothermal treatment. The values of surface roughness were not significantly different between groups I and II. According to the SEM images of fibroblasts, cell attachments were oriented and spread well in both treated groups, while they were not in the control group. However, no substantial amount of difference was found between groups I and II. Conclusions. In this study during the hydrothermal process procedure, coating characteristics, including the HA precipitates, crystal growth, and crystalline phases, were more satisfactory in NaOH treated group than in HCl treated group. Still, the biological responses of the modified surface by this method were not fully understood for the two tested groups did not differ significantly. Therefore, more continuous research on the relationship between the surface features and cellular responses seems to be in need.

이진영상과 Circular Input 방식을 이용한 Blind 워터마킹 (Blind Watermarking by Using Circular Input Method and Binary Image)

  • 김태호;김영희;진교홍;고봉진;박무훈
    • 한국정보통신학회논문지
    • /
    • 제10권8호
    • /
    • pp.1407-1413
    • /
    • 2006
  • 컴퓨터의 발달과 의료기기의 디지털화로 인해 의료영상 분야도 디지털화되고 있다. 그 결과 의료영상과 의료영상의 저작권에 관계된 여러 가지 문제점들이 야기되고 있다. 이러한 환경 하에서 환자의 사생활 보호와 의료영상 자체의 소유권, 재산권의 여부 및 데이터 변형 여부의 판별을 위하여 디지털 워터마킹이 사용되고 있다. 기존에 제안된 여러 가지 워터마킹 기법들은 Non-Blind방식에서는 원 영상이 필요하다는 점과 Blind방식을 사용할 경우에는 육안으로는 식별이 힘든 양극 워터마크를 사용한다는 단점이 있다. 본 논문은 Blind 워터마킹에서 시각적으로 인지하기 쉽도록 하기 위하여 이진 워터마크 영상을 다중 웨이블릿 변환하고, 원 영상을 이산 푸리에 변환하여 영상의 중간 주파수대에 Circular Input 방식을 이용하여 워터마크를 삽입하는 알고리즘을 제안하였다. 본 논문에서 제안한 알고리즘을 사용하면 공격이 없을 시에 어떠한 손실도 없는 워터마크를 추출 할 수 있다. 그리고 최대 3.35dB의 PSNR 값의 향상을 가져왔다. 향후 그레이 레벨이나 칼라 레벨의 영상을 이용하여 제안된 알고리즘의 우수성을 확인해 볼 것이다.

Investigation of Drying Kinetics and Color Characteristics of White Radish Strips under Microwave Drying

  • Lee, Dongyoung;So, Jung Duk;Jung, Hyun Mo;Mo, Changyeun;Lee, Seung Hyun
    • Journal of Biosystems Engineering
    • /
    • 제43권3호
    • /
    • pp.237-246
    • /
    • 2018
  • Purpose: This study (a) investigated the effect of microwave power intensity and sample thickness on microwave drying characteristics of radish strips, and (b) determined the best-fit drying model for describing experimental drying data, effective moisture diffusivity ($D_{eff}$), and activation energy ($E_a$) for all drying conditions. Methods: A domestic microwave oven was modified for microwave drying and equipped with a small fan installed on the left upper side for removing water vapor during the drying process. Radishes were cut into two fixed-size strip shapes (6 and 9 mm in thickness). For drying experiments, the applied microwave power intensities ranged from 180 to 630 W at intervals of 90 W. Six drying models were evaluated to delineate the experimental drying curves of both radish strip samples. The effective moisture diffusivity ($D_{eff}$) was determined from Fick's diffusion method, and the Arrhenius equation was applied to calculate the activation energy ($E_a$). Results: The drying time was profoundly decreased as the microwave power intensity was increased regardless of the thickness of the radish strips; however, the drying rate of thicker strips was faster than that of the thinner strips up to a certain moisture content of the strip samples. The majority of the applied drying models were suitable to describe the drying characteristics of the radish strips for all drying conditions. Among the drying models, based on the model indices, the best model was the Page model. The range of estimated $D_{eff}$ for both strip samples was from $2.907{\times}10^{-9}$ to $1.215{\times}10^{-8}m^2/s$. $E_a$ for the 6- and 9-mm strips was 3.537 and 3.179 W/g, respectively. Conclusions: The microwave drying characteristics varied depending on the microwave power intensity and the thickness of the strips. In order to produce high-quality dried radish strips, the microwave power intensity should be lower than 180 W.

과산화수소가 배합된 제제의 치아미백효과에 관한 연구 (Tooth whitening effect of toothpaste containing hydrogen peroxide)

  • 안재현;김지혜;김종훈;장종화;오윤종;박용덕
    • 한국치위생학회지
    • /
    • 제14권1호
    • /
    • pp.101-108
    • /
    • 2014
  • Objectives : The purpose of this study was to evaluate the tooth whitening effect of 0.74% and 2.80% hydrogen peroxide toothpastes and safety on tooth and gingival tissue. Methods : Toothpastes containing 0.74% and 2.80% hydrogen peroxide were evaluated. In in-vitro test, some additives (sodium metaphosphate, sodium pyrophosphate and titanium dioxide) were added to the toothpastes. Hydroxyapatite specimens (HAPs) were made and stained using modified Stookey's methods. HAPs were treated for 1 hour at shaking incubator and brushed for 1,000 times as 250 gF with each diluted toothpaste. Before and after color was measured by colorimeter. Using double blind method, 99 Korean with natural maxillary anterior teeth were selected and the initial brightness (baseline) was measured by SHADEEYE-EX. Based on this measurement they were crossly distributed into control group (0% hydrogen peroxide), test 1 (0.74% hydrogen peroxide) and test 2 (2.80% hydrogen peroxide). After 2 weeks, people of each group were provided toothpaste and told to use 3 times a day right after every meal for 3 minutes. The brightness of teeth was measured 3 times for every one month. Results : ${\Delta}L$ was statistically significant among three groups in shaking test. ${\Delta}L$ of two test groups was statistically significant compared with control group but not between each test group in brushing test. After using toothpaste for 3 months, test 1 group and test 2 group were 15.89% and 31.23% more whitened compared with control group respectively (p<0.05). Rate of more whitened person of each test group was 24.2% and 40.5% more than control group respectively (p<0.05). There was no difference in the hypersensitivity during 3 months using toothpastes and no side effect on teeth or gums. Conclusions : Toothpastes containing 0.74% and 2.80% hydrogen peroxide showed tooth whitening effect and both were safe enough to use for tooth whitening.

중학교용 에너지 교육 자료 개발 연구 (A Study on Development of Energy Education Materials for Middle School Students)

  • 최돈형;이양락
    • 한국환경교육학회지:환경교육
    • /
    • 제7권1호
    • /
    • pp.46-87
    • /
    • 1994
  • Our country has been consuming a huge amount of energy in the course of industrialization and its demand is expected to increase enormously in the future. However, the deposits of energy resources are so limited that the settlement of energy problem comes up the essential subject. To solve the energy problem, it is requested that new resources to gain energy stably should be developed and also energy should be economized and used effectively. The effective use of energy and an the wisdom of economy in energy are requested to everybody and these things should be habitualized from very young age through education. Nevertheless, almost every school in our country hasn’t been concerned about energy education. Even though they have a concern, they are very short of the energy education materials and the quality of the materials is not so good. Therefore it is very meaningful to the settlement of energy problem of the country to make the students who will lead our country to make the students who will lead our country in the future realize the seriousness of energy problem and to provide them the necessary knowledge and methods to solve this problem so that they practice those things in everyday life. Having these necessities, this research, supported by The Korea Energy Management Corporation(KEMCO), was performed for 8 months from April 17, 1994 to December 17, 1994. Many peoples participated in this study such as 30 staffs of researchers and authors, 5 staffs of photographers and illustrators, and 3 VCR program producers developing an energy education material set for middle school students that includes a printed material for student, a diskette for computer simulation, a teacher's guidebook, VCR material and its guidebook. The following main development direction was established : First, the material for student should be consisted of units that let students know the seriousness of energy problem. Second, the focus should be put on the necessary method and practice to economize energy actually in real life based on the basic knowledge learned in elementary school. Third, material for student should be consisted of modules to be student activity-oriented teaching-learning rather than lecture-oriented one. The activity, to maximize student's interests, should be presented in various forms such as experiments, investigation, play, data interpretation, computer simulation, visits, expression and appreciation, etc. To develop the energy education materials for middle school students, a research plan was made first. After literature review about domestic and foreign energy education materials, several research trips home and abroad, and discussion meetings, the basic theory of energy education such as the principle, objective, contents, teaching-learning method, and evaluation method was established. Material for student was developed through the following procedures : The activities in the existing energy education materials were analysed and were divided into four categories related to energy using places of home, school, community, and country, and which were again divided into three categories related to time of past, present, and future, Considering these division, nine modules which are structure units of material for student were chosen, Each module comprises 2-4 activities. Totally 31 activities were designed in this way. The syllabi were made out for each activity and writing was asked for to experts related to each activity after several discussions and revision. To complement the draft, another several discussions and revision were also made on it and then pictures and illustrations were asked for. All these procedures complete the material for student, titled ; Energy Inquiry of Middle School Students', which totals 129 pages and is all in color. As the manuscript of material for student was fixed, writing for teacher's guidebook was asked for to the same writers. The draft of teacher's guidebook was also complemented through the several concentrated works and discussions. Teacher's guidebook focused on the teaching-learning principle and methods of energy education and on the concrete instruction cases for effective instruction of material for student. It is organized with two parts : the one is 'general outline' which introduces theoretical contents and the other is 'details' which are practically helpful to teaching-learning. It is totally 131 pages including both 'general outline' and 'details'. The VCR material and its guidebook consist of contents that cultivate the good attitude trying to economize energy and raise student's interests with a purpose of strong motivation to recognize the necessity of economy and practice it. After establishing development direction of VCR material through discussion meetings and research trips, its script was made by relevant experts. Then the script was also reviewed two times. The drafted VCR material made by a video material developing expert was examined and modified by previews twice. After completion of VCR material, the VCR guidebook was made. All these procedures led to the development of VCR material which runs 20 minutes in VHS type. The VCR guidebook shows a production purpose of the program, structure of contents, evaluation methods, and contents of the program in detail to give help to instructors when they use this VCR material, When these energy education materials are used, it is desirable that the VCR material should be presented first to induce student's motive, and then material for student is introduced Since the material for student is composed of activity-oriented modules and each module is independent one another in general, and each activity is, too. the necessary module or activity can be chosen and utilized in any order according to school or class conditions. This energy education materials will contribute to the development of student's ability to solve energy problem in everyday life and teacher's ability to teach the fundamental knowledge and method in solving energy problem.

  • PDF

유기농업 생태계로부터 담수 녹조류 분리 및 형태적 동정 (Isolation and Morphological Identification of Fresh Water Green Algae from Organic Farming Habitats in Korea)

  • 김민정;심창기;김용기;홍성준;박종호;한은정;지형진;윤종철;김석철
    • 한국유기농업학회지
    • /
    • 제22권4호
    • /
    • pp.743-760
    • /
    • 2014
  • 본 연구는 유기농업에서 생물자원으로서 담수 클로렐라의 활용 가능성을 연구하고자 유기농 생태계로부터 담수 녹조류를 분리, 동정하고, 생물학적인 특성을 조사하였다. 조사 지역의 수온은 $12.4{\sim}28.2^{\circ}C$, pH는 6.1~8.5이었다. 담수 녹조류를 분리할 때 고체배양법이 액체배양법보다 오염도가 낮고 분리 빈도가 높았다. 전국 9개 지역, 6개 담수 녹조류 서식처로 부터 총 115개의 균주를 분리하였다. 담수 녹조류의 분리 및 배양을 위해 질소원으로는 $NaNO_3$$KNO_3$, 탄소원으로 $Na_2CO_3$를 사용하였고, macro media의 구성 성분 중 $MgSO_4{\cdot}7H_2O$$CaCl_2{\cdot}2H_2O$를 분리하여 제조한 BGMM(BG11 Modified Medium)배지를 고안하였다. 담수녹조류는 배양 후 4일째부터 급격히 흡광도가 증가하였고 8일째부터 흡광도가 감소하였다. 공시한 7개의 균주 중 CHK008 균주가 배양 7일째에 가장 높은 흡광도를 보였다. 담수 녹조류 배양에 적합한 BGMM 배지의 pH는 6~7이었고 조사되는 빛이 강할수록 생육이 증가하였으며 5종류 당류 중에서 Glucose와 Galactose를 첨가하였을 때 클로랄라의 생육이 좋았다. 순수 분리한 16개 녹조류 균주의 균총색은 녹색, 진녹색, 연녹색을 나타내었고, 11개의 균주가 형광현미경하에서 강한 형광 빛을 나타내었다. 녹조류 16개 균주의 형태적인 특징을 조사한 결과 C. vulgalis, C. sorokiniana, C. pyrenoidosa, C. kessleri, C. emersonii, and Chlamydomonas sp.의 2개 속 6개종으로 동정되었다. 담수 녹조류의 세포 크기는 종마다 다양한 변이를 보였다. 대부분의 담수 녹조류의 세포형태는 구형이었다. Chlamydomonas sp.는 타원형이었고 Chlorella sorokiniana는 구형과 타원형이 섞여 있었다. 6개 녹조류 종류 중 Chlamydomonas sp.를 제외한 모든 균주는 편모가 없었다. Chlamydomonas sp. 1개 균주와 C. sorokiniana 5개 균주는 세포에서 점질물을 분비하였다.

경부고속철도 건설사업의 공기지연분석에 관한 연구 (A Study on the Delay Analysis Methodologies in Construction of Korea High Speed Railway)

  • 윤성민;이상현;채명진;한승헌
    • 한국건설관리학회:학술대회논문집
    • /
    • 한국건설관리학회 2004년도 제5회 정기학술발표대회 논문집
    • /
    • pp.250-255
    • /
    • 2004
  • 경부고속철도는 1990년 기본계획 수립 후 2차례의 기본계획 변경과 함께 사업기간도 1998년에서 2002년으로 조정 후 다시 1단계 2004년, 2단계 2010년으로 변경되었다. 이렇게 잦은 사업계획 변경과 사업기간 연장은 고속철도 건설사업뿐만 아니라 국가에서 수행하고 있는 대형 국책사업에서 일반적으로 발생되고 있다. 이러한 공기지연으로 인하여 발생되는 경제적, 사회적 손실은 그 규모가 상당하다. 경부고속철도 건설사업에 있어서 발생된 공기지연을 분석하기 위한 방법으로써 `거시 $\cdot$ 미시적 공기지연분석방법(Macro Micro Delay Analysis Method ; MMDAM)'을 적용하였다. 전체 공구를 사업 시행일자가 달랐던 서울$\~$천안 구간, 천안$\~$대전 구간, 대전$\~$대구 구간으로 나누어 각 구간에 대한 해당 구간에 대한 거시적 분석으로써 진척도 곡선을 이용한 분석, 구조물 특징에 따른 분석, 책임사항별 분석을 실시하여 주요 지연공구와 공기지연인자들을 규명하였다. 미시적인 방법으로 일정관리 공정표를 이용한 예정공정표를 이용한 방법, 완료공정표를 이용한 방법, 시간경과에 따른 방법을 통해 주요 공기지연인자 및 공기지연일수, 그에 따른 책임소재를 규명하였다. 이를 통해 분석된 결과를 토대로 세 추간을 상호 비교분석하여 각 구간의 특징에 따른 공기지연인자가 전체 공기에 어떠한 영향을 미쳤는지 분석하였다. 마지막으로 규명된 공기지연인자에 대해 한국철도시설공판의 담당자들을 대상으로 설문조사를 실시하여 각 공구에 발생했던 공기지연인자들의 전체공기에 대한 영향정도를 측정하여 정량적으로 도출하였다. 이를 각 구간에 대해 상호 비교 분석함으로써 대형국책사업에서의 공기지연인자에 대한 분석 방법론을 정립하였고 공기지연 분석 방법론의 현실적 적용을 위한 제언과 그에 따른 개선사항에 대해 도출하였다.있는 발판을 마련하게 된다고 추정하였다. 0.5%가 control사이에서 0.95로 가장 색차가 크게 나타났으며, 그 다음이 냉동분쇄 0.5% 0.83으로 나타나 송이의 첨가율이 높을수록 색차가 크게 나타나는 것을 알 수 있다. 색차가 가장 낮은 제품은 법동분쇄 0.3%, 동결건조 0.3%로 나타났다. 송이양갱의 색(color), 냄새(flavor), 맛(taste), 외관(appearances), 질감(viscosity), 종합적 평가(overall acceptability) 등의 관능평가를 실시한 결과 중 색에 대한 기호도는 냉동분쇄 0.1% 송이양갱이 가장 높은 것으로 나타났으나, 집단간 유의한 차이는 나타나지 않았고, 냄새는 동결건조 0.1%의 송이양갱이 3.38로 가장 점수가 높았으며, 냉동분쇄 0.3%의 송이양갱이 2.81로 가장 낮은 기호도를 나타내었다. 맛에서는 p<0.01수준에서 집단간 유의한 차이를 나타내었는데, 동결건조 0.1%가 그 중 가장 높은 기호도를 나타내었으며, 그 다음이 동결건조 0.5%였다. 가장 낮은 선호도를 나타낸 것은 열풍건조 0.5%였다. 질감은 P<.05 수준에서 집단간 유의미한 차이를 나타내었으며 동결건조 0.1%가 가장 높은 기호도를 나타내었으며, 동결건조 0.5%함유 송이양갱이 1.21로서, 현저히 낮은 기호도를 나타내었다. 종합적인 평가에서는 동결건조 0.1%함유 송이양갱이 가장 높은 기호도를 나타내었고 열풍건조 0.5% 함유 송이양갱이 가장 낮은 기호도를 나타내었다. 이상의 연구결과에서 각기 다른 전처리를 한 송이의 첨가량에 따른 송이양갱의 이화학적 특성에서는 큰 차이가 없었으나, 동결 건조한 송이를 0.15% 첨가한 송이양갱이 관능적 기호도 특성에서 가장 적당한 것으로 평가되어 실용화에는 동결건조 처리한 송이버섯을 0.1% 첨가하여 송이양갱을 제조하는 것이 가장 좋은 것으로 권장된다.ula showed a good agreement with the

  • PDF

형태학과 문자의 모양을 이용한 뉴스 비디오에서의 자동 문자 추출 (Automatic Text Extraction from News Video using Morphology and Text Shape)

  • 장인영;고병철;김길천;변혜란
    • 한국정보과학회논문지:컴퓨팅의 실제 및 레터
    • /
    • 제8권4호
    • /
    • pp.479-488
    • /
    • 2002
  • 최근 들어 인터넷 사용의 증가와 더불어 디지털 비디오의 수요 또한 급격히 증가하고 있는 추세이다. 따라서 디지털 비디오 데이타베이스의 인덱싱을 위한 자동화된 도구가 필요하게 되었다. 디지털비디오 영상에 인위적으로 삽입되어진 문자와 배경에 자연적으로 포함되어진 배경문자 등의 문자 정보는 이러한 비디오 인덱싱을 위한 중요한 단서가 되어질 수 있다. 본 논문에서는 뉴스 비디오의 정지 영상에서 뉴스 자막과 배경 문자를 추출하기 위한 새로운 방법을 제안한다. 제안된 알고리즘은 다음과 같이 세 단계로 구성된다. 첫 번째 전처리 단계에서는 입력된 컬러 영상을 명도 영상으로 변환하고, 히스토그램 스트레칭을 적용하여 영상의 수준을 향상시킨다. 이 영상에 적응적 임계값 추출에 의한 분할 방법을 수정 적용하여 영상을 분할한다. 두 번째 단계에서는 적응적 이진화가 적용된 결과 영상에 모폴로지 연산을 적절하게 사용하여, 우선 문자 영역은 아니면서 문자로 판단되기 쉬운 양의 오류(false-positive) 요소들이 강조되어 남아있는 영상을 만든다. 또한, 변형된 이진화 결과 영상에 모폴로지 연산과 본 논문에서 제안한 기하학적 보정(Geo-corrertion) 필터링 방법을 적용하여 문자와 문자로 판단되기 쉬운 요소들이 모두 강조되어 남아있는 영상을 만든다. 이 두 영상의 차를 구함으로서 찾고자 하는 문자 요소들이 주로 남고, 문자가 아닌 문자처럼 보이는 오류 요소들은 대부분 제거된 결과 영상을 만든다. 문자로 판단되는 양의 오류 영역들을 남기는데 사용된 모폴로지 연산은 3$\times$3 크기의 구조 요소를 갖는 열림과 (열림닫힘+닫힘열림)/2 이며, 문자 및 문자와 유사한 요소들을 남기는데 사용된 연산은 (열림닫힘+닫힘열림)/2와 기하학적 보정이다. 세 번째 검증 단계에서는 전체 영상 화소수 대비 각 후보 문자 영역의 화소수 비율, 각 후보 문자 영역의 전체 화소수 대비 외곽선의 화소수 비율, 각 외곽 사각형의 폭 대 높이간의 비율 등을 고려하여 비문자로 판단되는 요소들을 제거한다. 임의의 300개의 국내 뉴스 영상을 대상으로 실험한 결과 93.6%의 문자 추출률을 얻을 수 있었다. 또한, 본 논문에서 제안한 방법으로 국외 뉴스, 영화 비디오 등의 영상에서도 좋은 추출을 보임을 확인할 수 있었다.