• Title/Summary/Keyword: Pill Classification

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Design of Classification Methodology of Malicious Code in Windows Environment (윈도우 악성코드 분류 방법론의 설계)

  • Seo, Hee-Suk;Choi, Joong-Sup;Chu, Pill-Hwan
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.19 no.2
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    • pp.83-92
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    • 2009
  • As the innovative internet technologies and multimedia are being rapidly developed, malicious codes are a remarkable new growth part and supplied by various channel. This project presents a classification methodology for malicious codes in Windows OS (Operating System) environment, develops a test classification system. Thousands of malicious codes are brought in every day. In a result, classification system is needed to analyzers for supporting information which newly brought malicious codes are a new species or a variety. This system provides the similarity for analyzers to judge how much a new species or a variety is different to the known malicious code. It provides to save time and effort, to less a faulty analysis. This research includes the design of classification system and test system. We classify the malicious codes to 9 groups and then 9 groups divide the clusters according to the each property.

A Study on Windows Malicious Code Classification System (윈도우 악성코드 분류 시스템에 관한 연구)

  • Seo, Hee-Suk;Choi, Joong-Sup;Chu, Pill-Hwan
    • Journal of the Korea Society for Simulation
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    • v.18 no.1
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    • pp.63-70
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    • 2009
  • This project presents a classification methodology for malicious codes in Windows OS (Operating System) environment, develops a test classification system. Thousands of malicious codes are brought in every day. In a result, classification system is needed to analyzers for supporting information which newly brought malicious codes are a new species or a variety. This system provides the similarity for analyzers to judge how much a new species or a variety is different to the known malicious code. It provides to save time and effort, to less a faulty analysis. This research includes the design of classification system and test system. We classify the malicious codes to 9 groups and then 9 groups divide the clusters according to the each property. This system provides the similarity for analyzers to save time and effort. It is used prospect system of malicious code in the future.

Comparison and Verification of Deep Learning Models for Automatic Recognition of Pills (알약 자동 인식을 위한 딥러닝 모델간 비교 및 검증)

  • Yi, GyeongYun;Kim, YoungJae;Kim, SeongTae;Kim, HyoEun;Kim, KwangGi
    • Journal of Korea Multimedia Society
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    • v.22 no.3
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    • pp.349-356
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    • 2019
  • When a prescription change occurs in the hospital depending on a patient's improvement status, pharmacists directly classify manually returned pills which are not taken by a patient. There are hundreds of kinds of pills to classify. Because it is manual, mistakes can occur and which can lead to medical accidents. In this study, we have compared YOLO, Faster R-CNN and RetinaNet to classify and detect pills. The data consisted of 10 classes and used 100 images per class. To evaluate the performance of each model, we used cross-validation. As a result, the YOLO Model had sensitivity of 91.05%, FPs/image of 0.0507. The Faster R-CNN's sensitivity was 99.6% and FPs/image was 0.0089. The RetinaNet showed sensitivity of 98.31% and FPs/image of 0.0119. Faster RCNN showed the best performance among these three models tested. Thus, the most appropriate model for classifying pills among the three models is the Faster R-CNN with the most accurate detection and classification results and a low FP/image.

Improvement of the Code Classification Structure in Piping Material Management for Petrochemical Plant Projects (석유화학 플랜트의 효율적 배관자재 관리를 위한 코드분류체계 개선)

  • Lee, Jong-Pill;Moon, Yoon-Jae;Lee, Jae-Heon
    • Plant Journal
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    • v.11 no.1
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    • pp.39-49
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    • 2015
  • The objective of this study is to improve the classification structure of commodity code for piping material management which is considered as the fundamental of commodity code and piping material management system. It enhances the efficiency of piping material management directly or indirectly affecting the engineering, procurement and construction in a petrochemical plant projects. To establish an improved code classification structure, this study identifies the problems of former code classification structure in details, as well as the characteristics of other domestic and global EPC company's code classification structures and presents the improved direction considering the recently mega-sized and specialized projects. Accordingly, to efficiently enhance piping material management, the improved code classification structures have been derived from defining suitable code classification structure for specific piping component, adding more standard attribute, expanding the number of code digits and classifying code hierarchy. The results of applying the improved classification structure of commodity code to on-going project have led to reduce the rate of rework from 4.98% to 2.48% for developing purchase description and also have saved working time for executing piping design by 3D modeling from 6 months by two persons to 4 months by a person which is decreased 67% consequently. In addition, the structures of pyramid code management have resulted to accumulation and analysis of the various piping data for other disciplines such as procurement and estimation team which require commodity code information through the company's material control system.

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A Study on TensorFlow based Image Processing: Focusing by Pill Classification (텐서플로우 기반 이미지 프로세싱에 대한 연구: 알약분류 중심으로)

  • Joe, Soo-Hyoung;Kang, Jin-Goo;Kim, Jung-Hoon;Lee, Sung-Jun;Kim, Gyeyoung;Kim, Youngjong
    • Proceedings of the Korea Information Processing Society Conference
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    • 2019.05a
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    • pp.559-561
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    • 2019
  • 이미지 프로세싱이란 기존의 이미지에 대해 컴퓨터를 이용하여 새로운 이미지로 창작하거나 수정하는 일련의 작업 과정이다. 우리는 알약의 이미지를 가져와 machine이 인지 할 수 있도록 수정한 후, 사진에 찍힌 알약을 구별하고 사용자 에게 그 알약의 정보들을 제공 할 수 있는 텐서플로우 기반의 이미지 프로세싱 방법에 대해 연구 하였다.

Analysis of Active Pharmaceutical Ingredients and Drug Cost of Prescription Medications Returned to Community Pharmacies through 'Drug-Take Back' Program ('폐의약품 수거사업'을 통해 지역약국으로 회수된 처방전의약품의 성분 및 약가 분석)

  • Chun, Pusoon
    • YAKHAK HOEJI
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    • v.58 no.4
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    • pp.262-267
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    • 2014
  • Unused medication disposal is a burden due to the cost of disposing as well as the cost of the drugs. Investigating medication returns is expected to suggest areas of intervention to reduce unused medications. Purpose: The aim of this study was to examine types, quantity, costs, active pharmaceutical ingredients, and therapeutic category of the medications returned to community pharmacies. Method: From January 15, 2014 to February 28, 2014, the medications returned to the 17 community pharmacies in Gimhae, Jinju, and Incheon, Korea were examined. The pharmacists and student volunteers worked cooperatively to identify the medications and analyze drug cost of prescription pill medications returned to the pharmacies. Results: A total of 2,720 pills of prescription medication were analyzed and 91 active pharmaceutical ingredients were identified. According to the Anatomical Therapeutic Chemical (ATC) classification, the most predominant group was A (alimentary tract and metabolism) with 33.3%, followed by N (nervous system) with 15.0%. With regard to the drug cost of groups, group A was the highest with 26.6%, followed by J01 (antibacterials for systemic use) with 20.2% and N (nervous system) with 18.3%. The total cost of the oral pill prescription medications was 468,477 won. Conclusion: The result from this study implies that unused drugs impose a significant cost to the health care system in Korea. In this study, medicines used to treat gastrointestinal conditions were returned most frequently with the highest drug cost. Further research in nationwide level is necessary to establish strategies to reduce the wastage of unused medicines.

A Study on Prescription for Ear Diseases in Donguibogam ("동의보감(東醫寶鑑)"의 이병(耳病) 처방(處方) 연구(硏究))

  • Yoon, Seo-Hyun;Jo, Eun-Hee
    • Journal of the Korean Institute of Oriental Medical Informatics
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    • v.18 no.1
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    • pp.64-77
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    • 2012
  • Donguibogam, Korea's cultural heritage and traditional Oriental medicine book listed in the World Heritage three years ago, is indeed great in its importance and value. Korea's posterity has sought treatment methods through the medical book and their researches on that book have continued. However, it is rare to make the concrete analysis on the medicines for prescriptions recorded in the book. In this study, we reviewed "Ears" in the Section "Bodily Appearance" among the five chapters of Donguibogam, and analyzed the 55 types of prescriptions for ear diseases, the medical characteristics, tastes, prime classification of medical herbs, and acupunctural effects, and the dosage forms depending on prescriptions. For insect-entering ear diseases and 20 kinds of a single-medicine prescription also, the treatments are presented in the book, but we presented the texts only and excluded them in the analysis. We also excluded overlapping prescriptions and adding and reducing prescriptions of the 55 prescriptions, and thus classified the left 42 proscriptions by dosage form. As a result: 1. With respect to medical characteristics, the medicine with warm characteristics reached 9 types(40.9%), the highest rate, followed by the medicine with cold characteristics 8 types (36.4%). 2. Concerning medical tastes, the medicine with bitter taste included 12 types (54.5%), the medicine with sour taste 10 types (45.5%), and the medicine with sweet taste 7 types (31.8%). It was unusual that of the 22 medicines used for multipurpose, no medicine with the taste was found. 3. For the acupunctural effects, the medicine with acupuncture effects for spleen medirian reached 12 types in total (54.5%). On the contrary, the medicine with the effects for pericardium meridian reached only one (4.5%) among the total of 22 medicines. 4. In the dosage form of 42 prescriptions, powder medicine was 15 types (35.7%), and decoction medicine was 14 (33.3%). Powder, dedoction, and pill medicines accounted for 90.4% of the total medicine type. It was found that in particular, for ear diseases powder medicine was used more frequently than decoction medicine.

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Cell Image Processing Methods for Automatic Cell Pattern Recognition and Morphological Analysis of Mesenchymal Stem Cells - An Algorithm for Cell Classification and Adaptive Brightness Correction -

  • Lim, Kitaek;Park, Soo Hyun;Kim, Jangho;SeonWoo, Hoon;Choung, Pill-Hoon;Chung, Jong Hoon
    • Journal of Biosystems Engineering
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    • v.38 no.1
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    • pp.55-63
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    • 2013
  • Purpose: The present study aimed at image processing methods for automatic cell pattern recognition and morphological analysis for tissue engineering applications. The primary aim was to ascertain the novel algorithm of adaptive brightness correction from microscopic images for use as a potential image analysis. Methods: General microscopic image of cells has a minor problem which the central area is brighter than edge-area because of the light source. This may affect serious problems to threshold process for cell-number counting or cell pattern recognition. In order to compensate the problem, we processed to find the central point of brightness and give less weight-value as the distance to centroid. Results: The results presented that microscopic images through the brightness correction were performed clearer than those without brightness compensation. And the classification of mixed cells was performed as well, which is expected to be completed with pattern recognition later. Beside each detection ratio of hBMSCs and HeLa cells was 95% and 92%, respectively. Conclusions: Using this novel algorithm of adaptive brightness correction could control the easier approach to cell pattern recognition and counting cell numbers.

A Literature study about comparison of Eastern-Western medicine on the Tinnitus (이명(耳鳴)의 동(東)·서의학적(西醫學的) 문헌(文獻) 고찰(考察))

  • Heo, Eun-Sun;Hwang, Chung-Yeon
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.29 no.4
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    • pp.114-130
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    • 2016
  • Objectives : This study is performed to investigate the therapy on tinnitus through the literature of Eastern and Western medicine. Methods : This study review the definition, etiology, classification, internal and external methods of treatment of tinnitus based on 50 articles of Eastern medicine, 16 articles of Western medicine about the treatment of tinnitus. Results : The results were as follows. 1. In Eastern medicine, the cause and mechanism of disease of tinnitus arose from the state of qi-blood deficiency, internal dampness-heat and depression stagnation. In Western medicine, there are mainly caused by damage to the auditory system the lower induced changes in the upper. 2. In Eastern medicine, differentiation of syndromes classifies clinical aspects, and cause and mechanism of disease. In Western medicine, it divides into an generating region, clinical and associated symptoms aspects. 3. In Eastern medicine, internal method of treatments of tinnitus are divided into four treatments. In Western medicine, internal methods of tinnitus are vasodilators, blood-flow improvers, Metabolism improvers etc. 4. In Eastern medicine, external method of treatments of tinnitus are paste preparation method, powder preparation method, pill preparation method, acupuncture & moxibustion method. In Western medicine, external method of treatments of Tinnitus are divided into injection, other surgical therapies and adjuvant therapy. Conclusions : Until now, there is no perfect, effective single treatment. We think that Eastern medicine approach and treatment can be helpful to overcome the limitations of tinnitus cure.