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A method for concrete crack detection using U-Net based image inpainting technique

  • Kim, Su-Min;Sohn, Jung-Mo;Kim, Do-Soo
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.10
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    • pp.35-42
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    • 2020
  • In this study, we propose a crack detection method using limited data with a U-Net based image inpainting technique that is a modified unsupervised anomaly detection method. Concrete cracking occurs due to a variety of causes and is a factor that can cause serious damage to the structure in the long term. In general, crack investigation uses an inspector's visual inspection on the concrete surfaces, which is less objective in judgment and has a high possibility of human error. Therefore, a method with objective and accurate image analysis processing is required. In recent years, the methods using deep learning have been studied to detect cracks quickly and accurately. However, when the amount of crack data on the building or infrastructure to be inspected is small, existing crack detection models using it often show a limited performance. Therefore, in this study, an unsupervised anomaly detection method was used to augment the data on the object to be inspected, and as a result of learning using the data, we confirmed the performance of 98.78% of accuracy and 82.67% of harmonic average (F1_Score).

Synthesis of New Blue OLEDs with Biphenyl Structure and Relationship between EL Efficiency and Drift Mobility (Biphenyl 구조를 가진 새로운 청색 유기 발광 재료의 합성 및 EL효율과 이동도의 관계에 대한 연구)

  • Lee, Tae-Hoon;Ryu, Jung-Yi;Kim, Tae-Hoon;Nam, Jang-Hyun;Park, Seong-Soo;Son, Se-Mo
    • Journal of the Korean Graphic Arts Communication Society
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    • v.22 no.2
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    • pp.179-198
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    • 2004
  • Organic electroluminescent devices are light-emitting diodes in which the active materials consist entirely of organic materials. Recently, many fluorescent organic materials have been reported and the study on synthesis and application of new organic light-emitting materials has been demanded. This paper reports the optical and electrical characteristics of OLEDs using novel polymers containing biphenyl structure. First, Optical properties of novel light-emitting biphenyl derivatives doped with poly(9-vinyl carbazole)(PVK) and emitted blue, bluish green color, which is attributed to the overlap area between PL spectrum of host(PVK) and absorption spectra of guests(polymer). This is correspondent with F$\"{o}$rster energy transfer process in the blends. And, OLED devices were fabricated using poly (3,4-ethylenedioxy thiophene) (PEDOT) as a hole injection material and tris-(8-hydroxyquinoline) aluminum ($Alq_3$) as an electron transporting material. EL devices fabricated as ITO/PEDOT/PVK doped with biphenyl derivatives/$Alq_3$/Li:Al and I-V-L chatacteristics and emitting efficiency of EL devices were examined. Finally, the drift mobility of PVK doped with biphenyl derivatives and $Alq_3$ were measured by TOF technique varying applied electric field. EL efficiency was increased as the ratio of hole mobility of PVK doped with biphenyl derivatives and electron mobility of $Alq_3$ was close to one.

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Interval Hough Transform For Prominent Line Detection (배경선 추출을 위한 구간 허프 변환)

  • Choi, Jin-Mo;Kim, Changick
    • Journal of Korea Multimedia Society
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    • v.16 no.11
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    • pp.1288-1296
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    • 2013
  • The prominent line at the singe image is the important fact for understanding spatial structure or estimating aesthetic scoring. According to this thesis, the abstraction of the background line helps analyzing vanishing point, reconstitution of 3 dimensions, and determining of image sloppiness. It also makes easy to calculate the rule of thirds. This thesis is composed of section hough transform mapping, prioritizing of the prominent line, and selection of the prominent line. These technologies are departmentalized to be applied abstraction of traffic lane, analyzing of building structure, abstraction of vanishing point, and abstraction of straight line documentation. This gives the choice that users are able to compose technology by considering characteristic of objects and luminous environment. This thesis also can be applied to abstract circle. The interval hough transform is able to select the number of prominent line which users want to abstract. It can analyze important prominent line numbers at the image and then abstract the lines, too. Results of prominent lines by experiments would be show at this thesis.

A Block Classification and Rotation Angle Extraction for Document Image (문서 영상의 영역 분류와 회전각 검출)

  • Mo, Moon-Jung;Kim, Wook-Hyun
    • The KIPS Transactions:PartB
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    • v.9B no.4
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    • pp.509-516
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    • 2002
  • This paper proposes an efficient algorithm which recognizes the mixed document image consisting of the images, texts, tables, and straight lines. This system is composed of three steps. The first step is the detection of rotation angle for complementing skewed images, the second is detection of erasing an unnecessary background region and last is the classification of each component included in document images. This algorithm performs preprocessing of detecting rotation angles and correcting documents based on the detected rotation angles in order to minimize the error rate by skewness of the documentation. We detected the rotation angie using only horizontal and vertical components in document images and minimized calculation time by erasing unnecessary background region in the detecting process of component of document. In the next step, we classify various components such as image, text, table and line area included in document images. we applied this method to various document images in order to evaluate the performance of document recognition system and show the successful experimental results.

Optical Design of Satellite Camera for Lens Shifting Image Stabilization (렌즈 시프팅 영상 안정화 기법 적용을 위한 위성카메라의 광학설계)

  • Tak, Jun-Mo;Hwang, Jai-Hyuk
    • Journal of Aerospace System Engineering
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    • v.10 no.4
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    • pp.17-25
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    • 2016
  • In this study, an optical system for a lens-shifting method that compensates for microvibration of a high-agility small satellite has been designed. The lens-shifting method is an image-stabilization technique that can be applied to compensate for the optical path disturbed by microvibration. The target optical system is designed by using Code-V, a commercial optical-design code. The specifications for real satellite cameras have established the requirements for optical design. The Ray aberration curve, spot diagram, and MTF curve were carried out to verify if the designed optical system meets the requirements or not. The designed Schmidt-Cassegrain optical system with field flattener and a vibration-reduction lens has been verified to meet the optical requirements, 33% of MTF at Nyquist frequency, GSD of 2.87 m, and vibration coefficient of 0.95~1.0.

Feasibility Study on Audio-Tactile Display via Spectral Modulation (스펙트럼 변조를 이용한 청각정보의 촉감재현 가능성 연구)

  • Kwak, Hyun-Koo;Kim, Whee-Kuk;Chung, Ju-No;Kang, Dae-Im;Park, Yon-Kyu;Koo, Min-Mo
    • Journal of the Korean Society for Precision Engineering
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    • v.28 no.5
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    • pp.638-647
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    • 2011
  • Various approaches directly using vibrations of speakers have been suggested to effectively display the aural information such as the music to the hearing-impaired or the deaf. However, in these approaches, the human can't sense the frequency information over the maximum perceivable vibro-tactile frequency (around 1kHz). Therefore, in this study, an approach via spectral modulation of compressing the high frequency audio information into perceivable vibro-tactile frequency domain and outputting the modulated signals through the designated speakers is proposed. Then it is shown, through simulations of using Short-Time Fourier Transform (STFT) with Hanning windows and through preliminary experiments of using the vibro-tactile display testbed which is built and interfaced with a notebook PC, that the modulated signal of a natural sound composing sounds of a frog, a bird, and a water stream could produce the noise-free signal suitable enough for vibro-tactile speakers without causing Significant interfering disturbances, Lastly, for three different combinations of information provided to the subject, that is, i) with only video image, ii) with video image along with the modulated vibro-tactile stimuli as proposed in this study to the forearm of the subject, and iii) with video image along with full audio information, the effects to the human sense of reality and his emotion to given audio-video clips including various sounds and images are investigated and compared. It is shown from results of those experiments that the proposed method of providing modulated vibro-tactile stimuli along with the video images to the human has very high feasibility to transmit pseudo-aural sense to the human.

A Study on Automatic Detection of Uterine' Cervical Pap- Smears by Image Processing (영상처리를 이용한 자궁경부 세포진의 자동탐색 방법에 관한 연구)

  • Un, Sung-Kyung;Park, Chan-Mo;Park, Hwa-Choon;Yoon, So-Young;Cho, Min-Sun;Cho, Soo-Yeon;Kim, Sung-Sook
    • The Korean Journal of Cytopathology
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    • v.5 no.1
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    • pp.15-22
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    • 1994
  • Cancer of the cervix is the most common malignancy in women in developing countries and the second most common cancer in women throughout the world with approximately 500,000 new cases each year. Prevention of this large number of premature deaths among women is, therefore, a goal worthy of urgent and serious consideration. Due to its high diagnostic disagreement among pathologists and large quantity of specimens, it is necessary to develop an automatic screening system measuring morphologic and densitometric features of the samples. Many research works have been published but most of them used Feulgen stained specimens which are not a usual staining method used in clinics. In this thesis, an automatic cancerous nucleus detection method essential to a screening system with papanicolaou stained specimens called Pap-smear is proposed which employs image processing techniques. It uses edge information to segment objects and morphologic as well as densitometric information to distinguish cancerous nuclei from dirts or normal nuclei. It has produced useful results in our study.

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A Study On the Accuracy Analysis of 3-Dimensional Position using Digital Image (수치 영상을 활용한 3차원 위치 정확도 해석)

  • Yeu, Bock-Mo;Sohn, Duk-Jae;Yom, Jae-Hong;Baek, Sang-Ho
    • Journal of Korean Society for Geospatial Information Science
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    • v.3 no.2 s.6
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    • pp.159-172
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    • 1995
  • This study aims to apply digital photogrammetric methods on the close range photogrammetry. To get a three dimensional position with digital photogrammetric method, scanning, image matching, and bundle adjustment are performed. Comparing the three dimensional position computed by digital photogrammetric methods with ground survey values, the errors can be detected. Analyzing the errors, it is possible to present a new digital photogrammetric method for the close range photogrammetry. Image matching method used in this study is area-based pixel unit and subpixel unit method. As a result of the study, three dimensional position error is 3.32mm and the error in the single coordinate axis direction is 0.76mm in pixel unit and in subpixel unit, respective error is 3.98mm and 0.73mm.

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A New Evaluation Method of UV Curing Process by Using Electrical Properties (전기적 특성을 이용한 UV 경화 프로세스에 대한 새로운 평가방법)

  • Lee, Mun-Hag;Kim, Sung-Bin;Son, Se-Mo;Cheon, Jae-Kee
    • Korean Chemical Engineering Research
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    • v.43 no.3
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    • pp.393-400
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    • 2005
  • A novel evaluation method was investigated for measuring the ability of acid amplification of acid amplifier. The method was based on the measurement of conductivity change by the acid generation according to UV radiation. It was found that the decrease of conductivity was caused by photopolymerization of epoxy monomer during UV curing process of ink film and by the rate of UV curing. In this paper, the novel acid amplifiers were synthesized and measured thermal stability by means of DSC. It was found that mono-type acid amplifiers were more stable than di-type. It was possible to make the dynamical evaluation of the curing rate of UV curable ink in curing process by this method.

Study on Development of Non-Destructive Measurement Technique for Viability of Lettuce Seed (Lactuca sativa L) Using Hyperspectral Reflectance Imaging (초분광 반사광 영상을 이용한 상추(Lactuca sativa L) 종자의 활력 비파괴측정기술 개발에 관한 연구)

  • Ahn, Chi-Kook;Cho, Byoung-Kwan;Mo, Chang Yeun;Kim, Moon S.
    • Journal of the Korean Society for Nondestructive Testing
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    • v.32 no.5
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    • pp.518-525
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    • 2012
  • In this study, the feasibility of hyperspectral reflectance imaging technique was investigated for the discrimination of viable and non-viable lettuce seeds. The spectral data of hyperspectral reflectance images with the spectral range between 750 nm and 1000 nm were used to develop PLS-DA model for the classification of viable and non-viable lettuce seeds. The discrimination accuracy of the calibration set was 81.6% and that of the test set was 81.2%. The image analysis method was developed to construct the discriminant images of non-viable seeds with the developed PLS-DA model. The discrimination accuracy obtained from the resultant image were 91%, which showed the feasibility of hyperspectral reflectance imaging technique for the mass discrimination of non-viable lettuce seeds from viable ones.