• Title/Summary/Keyword: Fine Grained

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Comparison of Fine Grained Classification of Pet Images Using Image Processing and CNN (영상 처리와 CNN을 이용한 애완동물 영상 세부 분류 비교)

  • Kim, Jihae;Go, Jeonghwan;Kwon, Cheolhee
    • Journal of Broadcast Engineering
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    • v.26 no.2
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    • pp.175-183
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    • 2021
  • The study of the fine grained classification of images continues to develop, but the study of object recognition for animals with polymorphic properties is proceeding slowly. Using only pet images corresponding to dogs and cats, this paper aims to compare methods using image processing and methods using deep learning among methods of classifying species of animals, which are fine grained classifications. In this paper, Grab-cut algorithm is used for object segmentation by method using image processing, and method using Fisher Vector for image encoding is proposed. Other methods used deep learning, which has achieved good results in various fields through machine learning, and among them, Convolutional Neural Network (CNN), which showed outstanding performance in image recognition, and Tensorflow, an open-source-based deep learning framework provided by Google. For each method proposed, 37 kinds of pet images, a total of 7,390 pages, were tested to verify and compare their effects.

A Experimental Study on Void Ration at Initiating Consolidation for Fine-Grained Soils in Korea (국내 세립토의 압밀개시 간극비에 대한 실험적 연구)

  • Huiseok Hwang;Youngjin Jeon;Youngnam Choi
    • Journal of the Korean GEO-environmental Society
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    • v.25 no.10
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    • pp.11-18
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    • 2024
  • For fine grained soils of 10 samples around coast areas in Korea, classified into three regions of West Coast, Kyungnam and Jeonnam, settling-consolidation tests of 161 were performed to evaluate characteristics of sedimentation and consolidation during dredging and reclamation and characteristic values proposed from Yano's method (1985) were used to analyze and assess their characteristics in this research. The settling-consolidation tests with columns of 1m in height were performed, changing initial water content and initial height of slurry, for 4, 3, and 3 samples from regions of West Coast, Kyungnam, and Jeonnam respectively. From test results effect of initial water content on coefficient of consolidation-sedimentation and initial velocity of sedimentation were analyzed, and regression equations having correlation between them were derived. The void ratios at initiating consolidation were analyzed on each samples and suggested regression equations for three regions. In addition, as a result of analyzing relation between initial void ratio of slurry and void ratio at initiating selfweight consolidation, expected ranges of void ratio at initiating consolidation for fine-grained soils from three regions of Korea coast could be proposed.

New Constructions of Hierarchical Attribute-Based Encryption for Fine-Grained Access Control in Cloud Computing

  • Zhang, Leyou;Hu, Yupu
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.7 no.5
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    • pp.1343-1356
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    • 2013
  • Cloud computing has emerged as perhaps the hottest development in information technology at present. This new computing technology requires that the users ensure that their infrastructure is safety and that their data and applications are protected. In addition, the customer must ensure that the provider has taken the proper security measures to protect their information. In order to achieve fine-grained and flexible access control for cloud computing, a new construction of hierarchical attribute-based encryption(HABE) with Ciphertext-Policy is proposed in this paper. The proposed scheme inherits flexibility and delegation of hierarchical identity-based cryptography, and achieves scalability due to the hierarchical structure. The new scheme has constant size ciphertexts since it consists of two group elements. In addition, the security of the new construction is achieved in the standard model which avoids the potential defects in the existing works. Under the decision bilinear Diffie-Hellman exponent assumption, the proposed scheme is provable security against Chosen-plaintext Attack(CPA). Furthermore, we also show the proposed scheme can be transferred to a CCA(Chosen-ciphertext Attack) secure scheme.

Low-Temperature Superplastic Deformation Behavior of Fine-Grained Ti-6Al-2Sn-4Zr-2Mo-0.1Si Alloy (미세 결정립 Ti-6Al-2Sn-4Zr-2Mo-0.1Si 합금의 저온 초소성 변형 거동)

  • Park, C.H.;Lee, B.;Lee, C.S.
    • Transactions of Materials Processing
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    • v.18 no.7
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    • pp.544-549
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    • 2009
  • This study aimed to elucidate the deformation mechanism during low-temperature superplasticity of fine-grained Ti-6Al-2Sn-4Zr-2Mo-0.1Si alloy in the context of constitutive equation. For this purpose, initial coarse equiaxed microstructure was refined to $2.2{\mu}m$ via dynamic globularization. Globularized microstructure exhibited large superplastic elongations(434-826%) at temperatures of $650-750^{\circ}C$ and strain rate of $10^{-4}s^{-1}$. It was found that the main deformation mechanism of fine-grained material was grain boundary sliding accommodated by dislocation motion with both stress exponent (n) and grain size exponent (p) values of 2. When the alpha grain size, not sub-grain size, was considered to be an effective grain size, the apparent activation energy for low-temperature superplasticity of the present alloy(169kJ/mol) was closed to that of Ti-6Al-4V alloy(160kJ/mol).

A Study on High Performance Fine-Grained Concrete Containing Rice Husk Ash

  • Le, Ha Thanh;Nguyen, Sang Thanh;Ludwig, Horst-Michael
    • International Journal of Concrete Structures and Materials
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    • v.8 no.4
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    • pp.301-307
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    • 2014
  • Rice husk ash (RHA) is classified as a highly reactive pozzolan. It has a very high silica content similar to that of silica fume (SF). Using less-expensive and locally available RHA as a mineral admixture in concrete brings ample benefits to the costs, the technical properties of concrete as well as to the environment. An experimental study of the effect of RHA blending on workability, strength and durability of high performance fine-grained concrete (HPFGC) is presented. The results show that the addition of RHA to HPFGC improved significantly compressive strength, splitting tensile strength and chloride penetration resistance. Interestingly, the ratio of compressive strength to splitting tensile strength of HPFGC was lower than that of ordinary concrete, especially for the concrete made with 20 % RHA. Compressive strength and splitting tensile strength of HPFGC containing RHA was similar and slightly higher, respectively, than for HPFGC containing SF. Chloride penetration resistance of HPFGC containing 10-15 % RHA was comparable with that of HPFGC containing 10 % SF.

Influence of Soil Properties on Erodibility of Fine-grained Soils (세립토의 침식능에 대한 토질정수의 영향)

  • 곽기석;이주형;박재현;정문경;배규진
    • Journal of the Korean Geotechnical Society
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    • v.20 no.8
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    • pp.89-96
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    • 2004
  • Many researches have been devoted to developing a model fur bridge scour analysis which can consider both of the erosive potential of flowing water and the relative ability of the soil to resist erosion. The scour rate apparatus that can quantify the erosion rate of the soil has been developed by virtue of the extensive efforts. The scour rate tests were performed on 3 types of the remolding clay samples using the scour rate apparatus. The erosion characteristics of the fine-grained soil samples according to the variation of the remolding loads are examined and the correlation between the soil properties and erosion rates is also analyzed. The results of the tests and analyses show that the soil properties, especially the dry unit weight and the shear strength of the soil have great influence on the erosion characteristics.

Microstructures and Mechanical Properties of Friction Stir Welded High Strength Steels far Shipbuilding (선급용 고장력강 FSW접합부의 미세조직 및 기계적 성질)

  • 장웅성;최기용
    • Journal of Welding and Joining
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    • v.20 no.3
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    • pp.67-73
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    • 2002
  • In an attempt to evaluate the feasibility of friction stir welding(FSW) for joining carbon steels, microstructures and mechanical properties of friction stir welded carbon steels with different grain structures were investigated. In comparison of O-type stir zone(SZ) appeared in various aluminium alloys, configuration of SZ in friction stir welded carbon steels displayed U-type. Plastically deformed pearlite band structure was identified to surround the SZ, indicating the existence of so-called thermo-mechanically affected zone(TMAZ). However, the TMAZ of carbon steels was much narrower than that of Al alloys. The microstructures of both stir zone and TMAZ revealed bainite matrix in a conventional carbon steel for shipbuilding, while, in the same region, ferrite matrix microstructures were formed in a low carbon fine grained steel. The conventional carbon steel showed superior stirring workability to that of the fine grained carbon steel. The yield and tensile strength of the friction stir welded joints were comparable to those of the base metals, and the elongation in welded joints demonstrated excellent ductility. Absorbed energy in SZ of the fine grained carbon steel was ten times higher than that obtained from conventional submerged arc weld metal of the same steel. Based on these results, the application FSW to carbon steels was found to be feasible.

Poisson's Ratio Prediction of Soil Using the Consolidation Undrained Triaxial Compression Test (압밀비배수 삼축압축실험을 이용한 지반의 포아송비 예측)

  • Lim, Seongyoon;Yu, Seokchoel;Kim, Yuyong;Kim, Myeonghwan
    • Journal of The Korean Society of Agricultural Engineers
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    • v.62 no.4
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    • pp.45-51
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    • 2020
  • The poisson's ratio was obtained from the effective vertical stress and horizontal stress of consolidation-undrained test. It was analyzed void ratio verse poisson's ratio. At the result, the effective friction angle was increase with relative density increased, was decreased the poisson's ratio. The empirical equation of void ratio and poisson's ratio was showed very high correlation r2=0.846. The empirical equation was showed that the smaller the void ratio in the fine grained soil than granular soil. In the case of 0.85 times the correlation analysis equation of granular and fine grained soil, the experimental results were shown very similarly. In especially, the poisson's ratio prediction results was shown within 5% of the error range, was revalidation 0.85 times the correlation analysis equation using the void ratio. In this study, correlation analysis equation of the granular and fine grained soil was more reliability of the poisson's ratio prediction results apply to the void ratio than dry unit weight.

Effect of Annealing Temperature on Dynamic Deformation Behavior of Ultra-Fine-Grained Aluminum Alloys Fabricated by Equal Channel Angular Pressing (ECAP으로 제조된 초미세립 알루미늄 합금의 동적 변형거동에 미치는 어닐링 온도의 영향)

  • Kim, Yang Gon;Ko, Young Gun;Shin, Dong Hyuk;Lee, Chong Soo;Lee, Sunghak
    • Korean Journal of Metals and Materials
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    • v.46 no.9
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    • pp.563-571
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    • 2008
  • The influence of annealing treatment on dynamic deformation behavior of ultra-fine grained aluminum alloys was investigated in this study. After equal-channel angular pressing at $200^{\circ}C$, most of the grains were considerably reduced to nearly equiaxed grains of $0.3{\mu}m$ in size. With an increment of various annealing treatments for 1 hour, resultant microstructures were found to be fairly stable at temperatures up to $200^{\circ}C$, suggesting that static recovery would be dominantly operative, whereas grain growth was pronounced above $250^{\circ}C$. The tensile test results showed that yield and ultimate tensile strengths decreased, but elongation-to-failure and strain hardening rate increased with increasing annealing temperature. The dynamic deformation behavior retrieved with a series of torsional tests was explored with respect to annealed microstructures. Such mechanical response was analyzed in relation to resultant microstructure and fracture mode.

Enhancing Android's Permission Enforcement for Fine-Grained Resource Access Control (Fine-Grained 자원 접근 제어를 위한 향상된 안드로이드 권한 검사기법)

  • Kim, Ki-Won;Kim, Jin-Soo
    • Proceedings of the Korea Information Processing Society Conference
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    • 2010.11a
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    • pp.1701-1704
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    • 2010
  • 기존 안드로이드 응용프로그램에 대한 자원 접근 제어는 응용프로그램을 작성한 개발자가 XML 파일에 미리 선언한 권한을 검사하는 방식으로 이루어진다. 이 권한은 인스톨되는 시점에 사용자의 동의를 얻어 해당 응용프로그램에 수여되며 응용프로그램이 특정 권한을 의도적으로 사용자로부터 은닉하는 것을 방지할 수 있다. 하지만 사용자는 해당 응용프로그램에 허용하고자 하는 일부 권한만을 수여할 선택권이 없다. 선언된 모든 권한을 허락하거나 그렇지 않으면 아예 응용프로그램을 설치할 수 없게 된다. 또한, 응용프로그램에 부여한 권한을 변경할 수는 없고 박탈하는 방법은 응용프로그램을 삭제하는 방법밖에 없었다. 따라서 본 논문에서 제안하는 기법은 응용프로그램의 자원 접근을 사용자가 fine-grained 하게 제어할 수 있도록 하는 기법이다. 이를 위해 응용프로그램을 사용하는 시점에도 각 접근 권한을 '항상 허용', '항상 사용자가 확인' 그리고 '항상 거부'로 세부적으로 설정 및 변경이 가능하도록 하였다. 또한, MS Windows Vista 에서 적용하고 있는 '사용자계정컨트롤'(User Account Control)과 같이 응용프로그램이 요구하는 권한 중 '항상 사용자가 확인'으로 설정 된 권한은 요청 시점에 사용자에게 팝업을 띄워 접근 제어에 대한 가시성을 확보하여 사용자가 확인할 수 있도록 하였고 사용자가 이를 수락한 경우에만 해당 권한을 수여 받을 수 있도록 하였다.