• Title/Summary/Keyword: Car Image

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Computer Vision-Based Car Accident Detection using YOLOv8 (YOLO v8을 활용한 컴퓨터 비전 기반 교통사고 탐지)

  • Marwa Chacha Andrea;Choong Kwon Lee;Yang Sok Kim;Mi Jin Noh;Sang Il Moon;Jae Ho Shin
    • Journal of Korea Society of Industrial Information Systems
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    • v.29 no.1
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    • pp.91-105
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    • 2024
  • Car accidents occur as a result of collisions between vehicles, leading to both vehicle damage and personal and material losses. This study developed a vehicle accident detection model based on 2,550 image frames extracted from car accident videos uploaded to YouTube, captured by CCTV. To preprocess the data, bounding boxes were annotated using roboflow.com, and the dataset was augmented by flipping images at various angles. The You Only Look Once version 8 (YOLOv8) model was employed for training, achieving an average accuracy of 0.954 in accident detection. The proposed model holds practical significance by facilitating prompt alarm transmission in emergency situations. Furthermore, it contributes to the research on developing an effective and efficient mechanism for vehicle accident detection, which can be utilized on devices like smartphones. Future research aims to refine the detection capabilities by integrating additional data including sound.

Contents Analysis on the Image of Nurses in the Television Drama (텔레비전 드라마의 간호사 이미지에 대한 분석)

  • Moon, Young-Im;Im, Mi-Lim;Yun, Kyung-Yi
    • The Korean Nurse
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    • v.37 no.2
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    • pp.44-52
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    • 1998
  • The purpose of this study is to inquire the people's views on nursing for nurses, correct the image of nurse and take it as basis to be applied on nursing education examining the image of nursing on Television drama playing important role of mass media. 22 nurses of the characters in drama is applied to the analysis object of this study by selecting 6 dramas of Television ones the nurse play on the prime time from June 1 to August 31 in 1997. Contents analysis method was used in Data Analysis, 4 items was used after Coders previously modify and compensate it based on research documents of 1m Milim(1996) 2 Coders made the Coding the article on each person by them seeing the recorded film making the Coding Paper each items is written by the character. The average of reliability degree was 90% which measured the reliability degree by the mathod of Holsti. The statisic method of frequency, percentage was used SPSS Program in data processing The results were as follows. 1. Relative importance of 86.2% nurses in drama was depicted as extra characters 2. The affair attitude of nurses shown on drama was revealed as mechanical(84.7%), passive(45.5%), dependent(54.4%) unkind(68.2%). 3. The activity of nurses was classified with professional! simple affair. The professional affairs such as I.V., Blood Pressure Check, Rounding, Nursing Recording, Patient Education, Assist of Operation, Assistant meal of Patient, etc is mainly depicted and the screen of simple affair such as Receiving telephone, Carrying Tray or Dragging, Stretcher Car, Dressing Car and or Wheel Chair than professional affair. 4. The appearance feature of nurses was shown on thin physique(68.2%), common stature(68.2), dirty costume(45.4%), common appearance(81.9%), unnoble action(63.6%). The image of nurses is illuminated as the exterial scene of technical affair such as assisting the doctors and affair focused on accident and educational activity of nureses or extended role is nor depicted on Television drama. Therefore, the people regard the nurse as sexual object with good appearance than professional worker working professional nursing We want the following, epigraph based on above conclusion. 1. The continuous research is required on the image of nurse shown on various mass media. 2. The later research is required on appliction strategy of mass media for advancing the image of nurse. 3. The research to strengthen the objectivity by comparing analyzed data on drama & analyzing it is required 4. Through the deep study, the standard to show a concrete and professional work of nurses to scenario writers of TV drama is suggested by the association. 5. The monitoring about the mass media must be activated, not by some nurses, on a national scale and much study on the basis of this is needed.

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A Background Initialization for Video Surveillance

  • Lim Kang Mo;Lee Se Yeun;Shin Chang Hoon;Kim Yoon Ho;Lee Joo Shin
    • Proceedings of the IEEK Conference
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    • 2004.08c
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    • pp.810-813
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    • 2004
  • In this paper, a background initialization for video surveillance proposed. The proposed algorithm is that the background images are sampled n frames during ${\Delta}t$ All Sampling frames are divided by $M{\times}N$ size block every frame. Average values of pixels for same location block of the sampling frames during ${\Delta}t$t are taken. then the maximum intensity $\alpha$ and the minimun intensity $\beta$ is obtained, respecticely. The intial by $M{\times}N$ size block, then average intensity $\eta$ of pixels for the block is obtained. If the average intensity $\eta$ is out of the initial range of the background image, it is decided the moving object image, and if the average intensity $\eta$ is included in the initial range of the background image. it is decided the background image. To examine the propriety of the proposed algorithm in this paper, the accuracy and robustness evaluation results for human and car in the indoor and outdoor enviroment. the error rate of the proposed method is less than the existing methods and the extraction rate of the proposed method is better than the existing methods.

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Development of a 3-D Position Measurement Algorithm using 2-D Image Information (2차원 영상 정보를 이용한 3차원 위치 측정 알고리즘 개발)

  • Lee, J.H.;Jung, S.H.;Kim, D.H.
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.12 no.5
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    • pp.141-148
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    • 2013
  • There are several problems in the conventional 2-D image processing and 3-D measurement systems. In the case of the 2-D image processing system, it is not possible to detect elevation data. In a 3-D measurement system, it requires a skillful operator and a lot of time for measuring data. Also, there exist data errors depending on operators. The limitation of detecting elevation data in the 2-D image processing system can be solved by laser diodes. In this study an algorithm that measures the accurate data in a subject face to be detected by combining laser diodes and a commercial CCD camera is developed. In the development process, a planar equation is developed using laser diodes and the equation is used to obtain a normal vector. Based on the results, an algorithm that transforms commercial CCD camera coordinates to 3-D coordinates is proposed. The completed measurement method will be applied to replace a manual measurement system for vehicle bodies and parts by an automated system.

A Study of Car Plate Recognition System on The Park (주차장 자동차번호 인식 시스템에 관한 연구)

  • 신강호
    • Journal of the Korea Society of Computer and Information
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    • v.8 no.4
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    • pp.87-91
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    • 2003
  • In this paper, a rotation invariant fingerprint identification system is implemented using the circular harmonic filter and phase only correlator. We extracted the phase component from input fingerprint image and correlate it with the circular harmonic filter of the reference fingerprint image by POC. The input image is obtained using a prism operating in the internal full reflection mode. Then the input image is transformed to two dimensional Fourier spectrum in optical way and the phase component is extracted using a digital system from the spectrum. Because composed of the optical system and digital algorithm, the proposed system has the advantages of the two technologies such as realtime parallel processing property of the optics and the flexibility of the digital system.

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Environment Implementation of Real-time Supervisory System Using Motion Detection Method (동작 검출 기법을 이용한 실시간 감시시스템의 구현)

  • 김형균;고석만;오무송
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2003.10a
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    • pp.999-1002
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    • 2003
  • In this study, embodied supervisory system that apply motion detection technique to small web camera and detects watch picture. Motion detection technique that use pixel value of car image that use in existing need memory to store background image. Also, there is sensitive shortcoming at increase of execution time by data process of pixel unit and noise. Suggested technique that compare extracting motion information by block unit to do to have complexion that solve this shortcoming and is strong at noise. Because motion information by block compares block characteristic value of image without need frame memory, store characteristic cost by block of image. Also, can get effect that reduce influence about noise and is less sensitive to flicker etc.. of camera more than motion detection that use pixel value in process that find characteristic value by block unit.

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Implementation of Supervisory System for Motion Information per Blocks (블록별 모션정보에 의한 감시시스템의 구현)

  • 김형균;오무송
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.8 no.1
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    • pp.74-79
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    • 2004
  • In this study, embodied supervisory system that apply motion detection technique to small web camera and detects watch picture. Motion detection technique that use pixel value of car image that use in existing need memory to store background image. Also, there is sensitive shortcoming at increase of execution time by data process of pixel unit and noise. Suggested technique that compare extracting motion information by block unit to do to have complexion that solve this shortcoming and is strong at noise. Because motion information by block compares block characteristic value of image without need frame memory, store characteristic cost by block of image. Also, can get effect that reduce influence about noise and is less sensitive to flicker etc.. of camera more than motion detection that use pixel value in process that find characteristic value by block unit.

Design for Stand of 'H' company in Motor Show (해외 자동차 H사를 위한 모터쇼 전시부스 디자인)

  • Suh, June-Ho
    • Proceedings of the Korean Institute of Interior Design Conference
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    • 2007.11a
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    • pp.193-194
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    • 2007
  • The Japanese 'H' motor company is the one of a few engine makers for F1 racing machine in the world. And it has a tradition and ability to make a humanoid walking robot 'Asimo'. But 'H' motor company is known as a motorcycle maker not a car in Korea. It wanted to reinforce the brand image and identity to Korean consumer. And it needed a powerful marketing tool for the brand image distinguished from other global motor companies. It demanded a stand design to show their powerful and unique identity for surpass other rivals in 2007 Seoul Motor Show. This stand for 'H' motor company in 2007 SMS has an area of 1,250m2 and located between huge domestic motor companies, K and SR. The design was planed to show its unique identity and image, overcoming its relatively small size. I designed a round-shape ceiling structures covered whole booth space for enclosure and vortical space sense. That made a strong brand image by light and sharp structures completely distinguished from other stands. And it has a main logo sign for recognizing the stand from a distance.

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Detection of License Plate Area in a Car Image based on HSI Color Model (HSI 컬러 모델에 기반한 자동차 번호판 영역 추출)

  • 이운석;김희승
    • Proceedings of the Korean Information Science Society Conference
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    • 1999.10b
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    • pp.524-526
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    • 1999
  • 본 논문은 환경에 독립적인 자동차 영상에서 자동차 번호판 영역을 추출하는 방법을 제안하고 실험 결과를 기술한다. 번호판 주위환경에는 다양한 조건이 존재하며 이에 적응성을 가지고 빠른 추출을 수행하는 것은 매우 중요한 문제이다. 본 논문은 이러한 문제를 해결하기 위해 HSI 컬러 모델에 기반하여 번호판을 면밀히 분석하여 번호판을 유형별로 그룹화하고, 지역 분할 및 병합을 통해 빠른 시간안에 번호판 후보 영역을 검색한다. 그리고 번호판이 갖는 특성을 이용하여 후보 영역에서 번호판 영역임을 검증함으로써 자동차 번호판 영역을 찾는다.

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A design of u-Car Customer Management System using Image Keyframe Extraction (영상 키프레임 추출 및 스마트폰 기반의 u-차량 고객 관리 시스템 설계)

  • Kwon, Young-Wook;Jung, Se-Hoon;Sim, Chun-Bo
    • Proceedings of the Korea Multimedia Society Conference
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    • 2012.05a
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    • pp.452-453
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    • 2012
  • 본 논문에서는 차량의 번호판 인식과 차량 수리 영상 키프레임 추출을 기반으로 u-차량 고객 관리 시스템을 제안한다. 또한 스마폰기반의 관리 시스템을 설계함으로써 사용자는 어느 장소에서나 차량의 수리 현장과 비용을 확인할 수 있는 장점을 가진다.

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