• Title/Summary/Keyword: Pre Processing

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Proposed Pre-Processing Method for Improving Pothole Dataset Performance in Deep Learning Model and Verification by YOLO Model (딥러닝 모델에서 포트홀 데이터셋의 성능 향상을 위한 전처리 방법 제안과 YOLO 모델을 통한 검증)

  • Han-Jin Lee;Ji-Woong Yang;Ellen J. Hong
    • Journal of the Institute of Convergence Signal Processing
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    • v.23 no.4
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    • pp.249-255
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    • 2022
  • Potholes are an important clue to the structural defects of asphalt pavement and cause many casualties and property damage. Therefore, accurate pothole detection is an important task in road surface maintenance. Many machine learning technologies are being introduced for pothole detection, and data preprocessing is required to increase the efficiency of deep learning models. In this paper, we propose a preprocessing method that emphasizes important textures and shapes in pothole datasets. The proposed preprocessing method uses intensity transformation to reduce unnecessary elements of the road and emphasize the texture and shape of the pothole. In addition, the feature of the porthole is detected using Superpixel and Sobel edge detection. Through performance comparison between the proposed preprocessing method and the existing preprocessing method, it is shown that the proposed preprocessing method is a more effective method than the existing method in detecting potholes.

A Noise Robust Speech Recognition Method Using Model Compensation Based on Speech Enhancement (음성 개선 기반의 모델 보상 기법을 이용한 강인한 잡음 음성 인식)

  • Shen, Guang-Hu;Jung, Ho-Youl;Chung, Hyun-Yeol
    • The Journal of the Acoustical Society of Korea
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    • v.27 no.4
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    • pp.191-199
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    • 2008
  • In this paper, we propose a MWF-PMC noise processing method which enhances the input speech by using Mel-warped Wiener Filtering (MWF) at pre-processing stage and compensates the recognition model by using PMC (Parallel Model Combination) at post-processing stage for speech recognition in noisy environments. The PMC uses the residual noise extracted from the silence region of enhanced speech at pre-processing stage to compensate the clean speech model and thus this method is considered to improve the performance of speech recognition in noisy environments. For recognition experiments we dew.-sampled KLE PBW (Phoneme Balanced Words) 452 word speech data to 8kHz and made 5 different SNR levels of noisy speech, i.e., 0dB. 5dB, 10dB, 15dB and 20dB, by adding Subway, Car and Exhibition noise to clean speech. From the recognition results, we could confirm the effectiveness of the proposed MWF-PMC method by obtaining the improved recognition performances over all compared with the existing combined methods.

유한 요소법을 이용한 플라스틱 실린더 헤드커버의 설계평가에 관한 연구

  • 김정엽
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
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    • 1996.10a
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    • pp.126-132
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    • 1996
  • This study is pre-research to evaluate the reasonability of convertion aluminum alloy cylinder head cover into plastic cylinder head cover using finite element analysis. The basedata which are needed in design are shown. On processing the study size of mesh and kind of elements are varied and adaptiv method is used.

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Construction of an Efficient Pre-analyzed Dictionary for Korean Morphological Analysis (한국어 형태소 분석을 위한 효율적 기분석 사전의 구성 방법)

  • Kwak, Sujeong;Kim, Bogyum;Lee, Jae Sung
    • KIPS Transactions on Software and Data Engineering
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    • v.2 no.12
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    • pp.881-888
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    • 2013
  • A pre-analyzed dictionary is used to increase the speed and the accuracy of morphological analyzers and to decrease the over-generation. However, if the dictionary includes 'Insufficiently-analyzed word-phrases', which do not include all the possible analysis of the word-phrase, it may cause the decrease of the analysis accuracy. In this paper, we measure the accuracy changes according to the number of word-phrase frequency and the size changes of corpus by Sejong corpus. And performance of integrate system(SMA with pre-dictionary) is highest when sufficient analysis rate of pre-dictionary is more than 99.82%. Also pre-dictionary is constructed with word-phrase that frequency more than 32(64) when size of corpus is 1,600,000(6,300,000) word-phrase.

An Exploratory Study on The Pre-service Teachers' Perception of Education Paradigm in The Fourth Industrial Revolution Era (4차 산업혁명 시대 사범대학 예비교사의 교육패러다임 인식에 관한 탐색적 연구)

  • Kim, Eunjin
    • The Journal of the Korea Contents Association
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    • v.18 no.9
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    • pp.248-259
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    • 2018
  • The purpose of this study was to analyze the pre-service teachers' perception for education paradigm and teacher's teaching competency in the fourth industrial revolution era. For this study 53 pre-service teachers participated in the discussion instruction during one semester. The study result was to analyze the discussion reports of pre-service students using the grounded theory approach. As a result, the pre-service students responded that the school needs to change the learner-centered education and assessment method in the fourth industrial revolution era. Secondly, the result of the teachers' teaching competencies was the integrated curriculum reconstruction, information processing, empathy and understanding, creative teaching and instructional design, collaboration and communication. This study is expected to contribute to the change of education paradigm for pre-service teachers in the fourth industrial revolution era.

Effects of Pre-salting on the Components Changes in the Preparation of Salted Anchovy (Engraulis japonica)

  • Cho Young-Je;Shim Kil-Bo;Kim Tae-Jin;Ju Jung-Mi;Choi Yeung-Joon
    • Fisheries and Aquatic Sciences
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    • v.3 no.3_4
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    • pp.200-204
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    • 2000
  • To investigate pre-salting conditions in the preparation of salted anchovy from large anchovy, anchovy were salted with various salt concentration and stored at $5^{\circ}C$ and $20^{\circ}C$ for 10 days. Moisture content decreased with the increase of salt and the salinity increased in proportion to salt concentration at $20^{\circ}C$. Total nitrogen decreased slightly as the increase of salt concentration during pre-salting at $20^{\circ}C$. The nitrogenous components such as amino nitrogen and extractable nitrogen were invariable or decreased until 7 days in salt concentration over $25\%$ during pre-salting at $5^{\circ}C$. These results imply that soluble nitrogen with moisture run out of anchovy body in high salt concentration and the hydrolysis was inhibited by salt over $25\%$ at $5^{\circ}C$. VBN content were constant in salt concentration over $25\%$ until 7 days, regardless of curing temperature. The POV were under the influence of salt concentration and temperatures. We concluded that the optimal condition for preparation of salted anchovy were pre-salting with salt over $25\%$ at $5^{\circ}C$ for 7 days.

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The Pre-Service and Post-Transcoding Method for Enhancing the Response Time of Mobile Web Service (모바일 웹 서비스의 응답시간을 향상시키기 위한 선 서비스 후 변환 방법)

  • Kang, Eui-Sun;Park, Dae-Hyuck;Lim, Young-Hwan
    • The KIPS Transactions:PartD
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    • v.14D no.7
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    • pp.783-790
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    • 2007
  • One of the particulars to be considered for providing wireless web service with PC web page is the hardware environment between PC and mobile device. It is because time cost is required in producing mobile contents to suit environment of the connected terminal. Therefore, server side should take account of response time and disk capacity of server. Response time is delayed by content conversion and disk capacity need to store various versions about one content. This paper suggests a pre-service and post-transcoding method to provide faster response time for a mobile terminal. The pre-service is to minimize response time by placing the top priority in servicing contents saved in cache as much as possible even if the quality of contents serviced to mobile terminal may be low. After pre-service is provided, the mobile content is transcoded for the terminal later. Performance level of method proposed was compared through experiment and the result of analysis was described.