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A Study on Improving the Accuracy of Medical Images Classification Using Data Augmentation

  • Cheon-Ho Park;Min-Guan Kim;Seung-Zoon Lee;Jeongil Choi
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.12
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    • pp.167-174
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    • 2023
  • This paper attempted to improve the accuracy of the colorectal cancer diagnosis model using image data augmentation in convolutional neural network. Image data augmentation was performed by flipping, rotation, translation, shearing and zooming with basic image manipulation method. This study split 4000 training data and 1000 test data for 5000 image data held, the model is learned by adding 4000 and 8000 images by image data augmentation technique to 4000 training data. The evaluation results showed that the clasification accuracy for 4000, 8000, and 12,000 training data were 85.1%, 87.0%, and 90.2%, respectively, and the improvement effect depending on the increase of image data was confirmed.

A Case Study on the Havruta Method in the Reading the Chinese Classics (하브루타를 적용한 경전강독 수업 사례 연구)

  • LEE Hae-deum;KIM Yong-jin
    • The Journal of Korean Medical History
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    • v.36 no.2
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    • pp.89-98
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    • 2023
  • Objectives: This study applied Havruta, a learner-centered educational method, and verified its effectiveness, to break from the existing mechanical memorization methods of scripture reading classes, which are basic subjects of East Asian medicine at East Asian medicine universities. Method: To this end, D University's scripture reading course was redesigned according to Havruta's teaching model, and Havruta classes were conducted according to the instructional design. Results: As a result of the class, students' Chinese translation ability improved, and they were able to concentrate on class (M=4.24). Through class, they acquired knowledge in the field (M=4.21) and their ability to communicate with others improved (M=4.21). M=4.25), it can be inferred and interpreted that the learner is engaged. Conclusion: The results of this study are examples of applying various teaching and learning methods required in the East Asian medicine evaluation and certification of East Asian medicine at East Asian medicine universities, and can be used as practical basic data that can be applied not only to scripture reading subjects but also to other subjects.

Affine-Invariant Image normalization for Log-Polar Images using Momentums

  • Son, Young-Ho;You, Bum-Jae;Oh, Sang-Rok;Park, Gwi-Tae
    • 제어로봇시스템학회:학술대회논문집
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    • 2003.10a
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    • pp.1140-1145
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    • 2003
  • Image normalization is one of the important areas in pattern recognition. Also, log-polar images are useful in the sense that their image data size is reduced dramatically comparing with conventional images and it is possible to develop faster pattern recognition algorithms. Especially, the log-polar image is very similar with the structure of human eyes. However, there are almost no researches on pattern recognition using the log-polar images while a number of researches on visual tracking have been executed. We propose an image normalization technique of log-polar images using momentums applicable for affine-invariant pattern recognition. We handle basic distortions of an image including translation, rotation, scaling, and skew of a log-polar image. The algorithm is experimented in a PC-based real-time vision system successfully.

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A construction of dictionary for Korean Text to Sign Language Translation (한글문장-수화 번역기를 위한 사전구성)

  • 권경혁;민홍기
    • Proceedings of the IEEK Conference
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    • 1998.10a
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    • pp.841-844
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    • 1998
  • Korean Text to Sign Language Traslator could be applied to learn letters for both the deaf and hard-of-hearing people, and to have a conversation with normal people. This paper describes some useful dictionaries for developing korean text to sign language translator; Base sign language dictionary, Compound sign language dictionary, and Resemble sign language dictionary. As korean sign language is composed entirely of about 6,000 words, the additional dictionaries are required for matching them to korean written language. We design base sign language dictionary which was composed of basic symbols and moving picture of korean sign language, and propose the definition of compound isng language dictionary which was composed of symbols of base sing language. In addition, resemble sign language dictionary offer sign symbols and letters which is used same meaning in conversation. By using these methods, we could search quickly sign language during korean text to sign language translating process, and save storage space. We could also solve the lack of sign language words by using them, which are appeared on translating process.

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Parsing the Wh-Interrogative Construction in Korean

  • Yang, Jaehyung;Kim, Jong-Bok
    • Language and Information
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    • v.17 no.2
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    • pp.51-66
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    • 2013
  • Korean is a wh-in-situ language where the wh-expression stays in situ with an obligatory Q-particle marking its interrogative scope. This paper briefly reviews some basic properties of the wh-question construction in Korean and shows how a typed feature structure grammar, HPSG (Pollard and Sag 1994, Sag et al. 2003), together with the notions of 'type hierarchy' and 'constructions', can provide a robust basis for parsing the wh-construction in the language. We show that this system induces robust syntactic structures as well as enriched semantic representations for real-time applications such as machine translation, which require deep processing of the phenomena concerned.

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Visualization of RNA Pseudoknot Structures

  • 한경숙
    • Proceedings of the Korean Society for Bioinformatics Conference
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    • 2002.06a
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    • pp.63-63
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    • 2002
  • RNA pseudoknots are not only important structural elements for forming the tertiary structure, but also responsible for several functions of RNA molecules such as frameshifting, read-through, and the initiation of translation. There exists no automatic method for drawing RNA pseudoknot structures, and thus representing RNA pseudoknots currently relies on significant amount of manual work. In this talk, I will introduce the first algorithm for automatically generating a drawing of RNA pseudoknot structures. Two basic criteria were adopted when designing the algorithm: (1) Overlapping of structural elements should be minimized to increase the readability of the drawing, and (2) The whole RNA structure as well as the pseudoknots themselves should be recognized quickly and clearly. The algorithm has been implemented in a JAVA program, which can be executed on any computing systems. Experimental results show that this program generates a clear and compact drawing of RNA pseudoknots and allows a biologist to gain insights into RNA pseudoknot structures. The program can also be used as useful aids in designing biochemical experiments to elucidate more precise mechanism of RNA functions associated with pseudoknots.

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A Study on 『Bihuayijing·Vol 1』 -Focusing on Diagnosis and Pattern Differentiation- (『필화의경(筆花醫鏡)·권일(卷一)』에 대한 연구(硏究) - 진단 및 변증을 중심으로 -)

  • Kim, Yeon-Tae;Kim, Yong-Jin
    • Journal of Korean Medical classics
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    • v.33 no.1
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    • pp.17-28
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    • 2020
  • Objectives : Classical texts such as 『Donguibogam』 and 『Yixuerumen』 have previously been used as primers to students of Korean Medicine. However, their massiveness in volume and comprehensiveness in contents make it unfit for students whose school curriculum lacked classical chinese. This paper suggests another introductory text that would be more practical in the current situation. Methods :Based on the translation of the main text and annotations, the clinical meanings of the contents were studied. Afterwards its practical application as a primer was considered. Results : The text focuses on the medically important issues in simple and accessible form, making it an important text for beginners to establish the foundation in medicine. Conclusions : Beginners will be able to establish a standard for basic medical knowledge through this text and also apply its contents to diseases that are relatively easy to treat.

Data Avaliability Scheduling for Synthesis Beyond Basic Block Scope

  • Kim, Jongsoo
    • Journal of Electrical Engineering and information Science
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    • v.3 no.1
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    • pp.1-7
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    • 1998
  • High-Level synthesis of digital circuits calls for automatic translation of a behavioral description to a structural design entity represented in terms of components and connection. One of the critical steps in high-level synthesis is to determine a particular scheduling algorithm that will assign behavioral operations to control states. A new scheduling algorithm called Data Availability Scheduling (DAS) for high-level synthesis is presented. It can determine an appropriate scheduling algorithm and minimize the number of states required using data availability and dependency conditions extracted from the behavioral code, taking into account of states required using data availability and dependency conditions extracted from the behavioral code, taking into account resource constraint in each control state. The DAS algorithm is efficient because data availability conditions, and conditional and wait statements break the behavioral code into manageable pieces which are analyzed independently. The output is the number of states in a finite state machine and shows better results than those of previous algorithms.

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Mammalian RNA Granules

  • Jayabalan, Aravinth Kumar;Ohn, Takbum
    • Biomedical Science Letters
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    • v.20 no.1
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    • pp.1-7
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    • 2014
  • RNA granules such as Stress Granules (SG) and P-Bodies (PB) are aggregates of translationally stalled messenger ribonucleoprotein (mRNP) complexes induced by a wide range of stresses. Over the past decade, extensive studies described key components of RNA granules, their molecular interactions and signaling pathways require for their assembly and disassembly. However, researches defining their exact roles under stress conditions have not been performed so far, although several studies suggested their roles in neurodegenerative diseases recently. In this review, we provide an introduction about their basic properties, key components, and the dynamic nature for their assembly.

miR-421, miR-155 and miR-650: Emerging Trends of Regulation of Cancer and Apoptosis

  • Farooqi, Ammad Ahmad;Qureshi, Muhammad Zahid;Coskunpinar, Ender;Naqvi, Syed Kamran-Ul-Hassan;Yaylim, Ilhan;Ismail, Muhammad
    • Asian Pacific Journal of Cancer Prevention
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    • v.15 no.5
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    • pp.1909-1912
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    • 2014
  • It is becoming progressively more understandable that between transcription and translation there lies another versatile regulator that quantitatively controls the expression of mRNAs. Identification of miRNAs as key regulators of wide ranging signaling cascades and modulators of different cell-type and context dependent activities attracted basic and clinical scientists to study modes and mechanisms in details. In line with this approach overwhelmingly increasing in vivo and in vitro studies are deepening our understanding regarding miR-421, mir-155 and miR-650 mediated regulation of cellular activities. We also attempt to provide an overview of long non coding RNAs.