• 제목/요약/키워드: Video observation

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PSNR-based Initial QP Determination for Low Bit Rate Video Coding

  • Park, Sang-Hyun
    • Journal of information and communication convergence engineering
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    • 제10권3호
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    • pp.315-320
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    • 2012
  • In H.264/AVC, the first frame of a group of pictures (GOP) is encoded in intra mode which generates a large number of bits. The number of bits for the I-frame affects the qualities of the following frames of a GOP since they are encoded using the bits remaining among the bits allocated to the GOP. In addition, the first frame is used for the inter mode encoding of the following frames. Thus, the initial quantization parameter (QP) affects the following frames as well as the first frame. In this paper, an adaptive peak signal to noise ratio (PSNR)-based initial QP determination algorithm is presented. In the proposed algorithm, a novel linear model is established based on the observation of the relation between the initial QPs and PSNRs of frames. Using the linear model and PSNR results of the encoded GOPs, the proposed algorithm accurately estimates the optimal initial QP which maximizes the PSNR of the current GOP. It is shown by experimental results that the proposed algorithm predicts the optimal initial QP accurately and thus achieves better PSNR performance than that of the existing algorithm.

드론 영상을 이용한 딥러닝 기반 회전 교차로 교통 분석 시스템 (Deep Learning-Based Roundabout Traffic Analysis System Using Unmanned Aerial Vehicle Videos)

  • 이장훈;황윤호;권희정;최지원;이종택
    • 대한임베디드공학회논문지
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    • 제18권3호
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    • pp.125-132
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    • 2023
  • Roundabouts have strengths in traffic flow and safety but can present difficulties for inexperienced drivers. Demand to acquire and analyze drone images has increased to enhance a traffic environment allowing drivers to deal with roundabouts easily. In this paper, we propose a roundabout traffic analysis system that detects, tracks, and analyzes vehicles using a deep learning-based object detection model (YOLOv7) in drone images. About 3600 images for object detection model learning and testing were extracted and labeled from 1 hour of drone video. Through training diverse conditions and evaluating the performance of object detection models, we achieved an average precision (AP) of up to 97.2%. In addition, we utilized SORT (Simple Online and Realtime Tracking) and OC-SORT (Observation-Centric SORT), a real-time object tracking algorithm, which resulted in an average MOTA (Multiple Object Tracking Accuracy) of up to 89.2%. By implementing a method for measuring roundabout entry speed, we achieved an accuracy of 94.5%.

Understanding Driver Compliance Behaviour at Signalised Intersection for Developing Conceptual Model of Driving Simulation

  • Aznoora Osman;Nadia Abdul Wahab;Haryati Ahmad Fauzi
    • International Journal of Computer Science & Network Security
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    • 제24권3호
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    • pp.142-150
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    • 2024
  • A conceptual model represents an understanding of a system that is going to be developed, which in this research, a driving simulation software to study driver behavior at signalised intersections. Therefore, video observation was conducted to study driver compliance behaviour within the dilemma zone at signalised intersection, with regards to driver's distance from the stop line during yellow light interval. The video was analysed using Thematic Analysis and the data extracted from it was analysed using Chi-Square Independent Test. The Thematic Analysis revealed two major themes which were traffic situation and driver compliance behaviour. Traffic situation is defined as traffic surrounding the driver, such as no car in front and behind, car in front, and car behind. Meanwhile, the Chi-Square Test result indicates that within the dilemma zone, there was a significant relationship between driver compliance behaviour and driver's distance from the stop line during yellow light interval. The closer the drivers were to the stop line, the more likely they were going to comply. In contrast, drivers showed higher non-compliant behavior when further away from stop line. This finding could help in the development of conceptual model of driving simulation with purpose in studying driver behavior.

힘과 운동과의 관계에서 인지적 갈등을 일으키기 위한 시범에 대한 학생의 반응 분석 (The Analysis of Students' Responses about Demonstrations for Cognitive Conflict on the Force and Motion)

  • 박종원;박문주
    • 한국과학교육학회지
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    • 제17권2호
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    • pp.149-162
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    • 1997
  • Many students have misconceptions about the direction of force of moving objects, but development of teaching strategy for conceptual change is not easy because the direction of force of moving objects can not be observed directly. Therefore, we devloped demonstration using table tennis ball connected with spring in the water, in which a ball always move to the direction of force of moving objects. This study is to investigate students' responses on the demonstrations designed to generate cognitive conflict and to understand more deeply the process of conceptual change. To do this, five questions were administrated to identify students' preconceptions about force and motion, and interview was conducted using demonstrations, and the process of interview was recorded by video camera. About half of students changed their preconceptions by observing the demonstration. However about thirty percentage of students did not change their preconceptions even though they observed demonstration correctly, among these students, some students simply rejected the observation, doubted the process of demonstrations, or reinterpret the result of observation to preserve their own preconceptions.

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The Analysis of Verbal Interaction on the Process of Elementary Students' Hypothesis Generation Learning

  • Park, Hee-Young;Lee, Il-Sun;Byeon, Jung-Ho;Kim, Won-Jung;Kwon, Yong-Ju
    • 한국과학교육학회지
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    • 제32권8호
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    • pp.1269-1280
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    • 2012
  • The purpose of this study is to analyze the verbal interaction during elementary students' hypothesis generation learning. For this study, 32 6th graders were selected and were assorted into heterogeneous small-groups by achievement levels. The topics of hypothesis generation learning were developed by analyzing the current elementary school curriculum. Each group's verbal interactions were audio/video taped and transcribed. After coding the protocol and having student retrospective interview, types and frequency of verbal interaction were analyzed. The frequency of verbal interaction during observation was highest and that of questioning situation identification was lowest. Regarding to the quality of verbal interactions, low level interactions were significantly frequent during observation. On the other hand, hypothetical explicans generation revealed high frequency of high level interactions. The results revealed that elementary students can make high level verbal interactions through hypothesis generation learning.

동작관찰훈련이 뇌졸중 환자의 손 조작능력에 미치는 영향 (The Effect of Action Observational Physical Training on Manual Dexterity in Stroke Patients)

  • 김종만;양병일;이문규
    • 한국전문물리치료학회지
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    • 제17권2호
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    • pp.17-24
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    • 2010
  • The aim of this study was to determine the effect of action observational physical training (AOPT) on manual dexterity and corticomotor facilitation in stroke patients. Ten hemiparetic patients participated in this study. Each subject was asked to participate the three conditions; base condition (Base), physical training (PT), AOPT. Participants were asked to observe the action in the video that a therapist moved the blocks during the AOPT conditions. Corticomotor facilitation was determined in three conditions by monitoring changes in the amplitude of motor-evoked potentials (MEPs) elicited in hand muscles by transcranial magnetic stimulation. MEP responses were measured from the first dorsal interosseous after participants attended to three conditions. For the manual dexterity, Box and Block test (BBT) was used. The results of present study were summarized as follows: MEPs amplitude significantly tended to be larger than PT and Base condition. The scores of BBT in the AOPT condition were also significantly larger than other conditions. In conclusion, this finding of present study indicates that physical training for observation of an action is beneficial for enhancing a dexterity of paretic arm in stroke patients.

Effect of Ensiling with Acremonium Cellulase, Lactic Acid Bacterial and Formic Acid on Tissue Structure of Timothy and Alfalfa

  • Asian, Aniwaru;Okamoto, M.;Yoshihira, T.;Ataku, K.;Narasaki, N.
    • Asian-Australasian Journal of Animal Sciences
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    • 제10권6호
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    • pp.593-598
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    • 1997
  • The changes of tissue structure in timothy and alfalfa during ensiling process with silage additives; lactic acid bacteria, cellulase and formic acid, were observed with a video microscope. Stem samples were obtained from the second internode, and cut to divide into 2 pieces. One piece was for observation of ensiled material and the other was for silage. The latter piece was put into a nylon cloth bag, and ensiled with grass for 50 days in a small experimental silo Lignification of the plant tissues was checked by acid phloroglucinol. Natural silage fermentation resulted in some degradation of less lignified parenchyma in both plant species. However, lignified sclerenchyma and vascular bundles remained intact. The cellulase enhanced the degradation of parenchyma tissue, while the formic acid suppressed the degradation. The effect of lactobacillus was small. The percentage of remained cross sectional area of stem and the loss of NDF and ADF by silage fermentation confirmed the observation. High negative correlations were obtained between the remained area and loss of fibrous components during silage fermentation in both plants, and between the loss of fibrous components and in vitro dry matter digestibility in timothy but not in alfalfa.

Vacuum Assisted Resin Transfer Molding 공정에서의 Microvoids 형성과 이동에 관한 연구 (Experimental Study of the Microvoids formation and Transport in the Vacuum Assisted Resin Transfer Molding Process)

  • Se Won Eun;Woo Il Lee
    • Composites Research
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    • 제16권6호
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    • pp.10-15
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    • 2003
  • RTM 공정에 의하여 생성된 제품은 microvoids의 함유량에 의하여 기계적인 물성치에 큰 영향을 받는다. 본 연구에서는 이러한 microvoid의 형성과 이동을 실험적으로 관찰할 수 있는 방법을 제시하였다. Vacuum assisted RTM공정에서 유동선단에서의 microvoid의 형성과 이동을 DV camera로써 관찰을 한 후, 그것에서 void의 함유량을 구하고, 실험에서 얻어진 결과로 microvoid model에 필요만 factor들을 얻어낼 수 있었다. 이렇게 하여 얻어진 결과를 다시 실험적인 결과와 비교함으로써 서로 일치하는 결과를 얻어낼 수 있었다. 이번 연구에서 얻어진 결과를 수학적인 모델에 대입함으로써 VARTM 공정 중 microvoid의 함유량을 예측할 수 있다.

고속 영상 데이터 전송을 위한 애드혹 네트워크의 테스트베드 기반 성능 분석 (Performance Analysis of Ad hoc Networks on Real world Test-bed for High Speed Video Streaming)

  • 아흐메드 엠디소헬;윤석훈
    • 한국인터넷방송통신학회논문지
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    • 제13권3호
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    • pp.141-150
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    • 2013
  • 시뮬레이션은 애드혹 네트워크 프로토콜 검증에 유용한 기법이지만 네트워킹 및 통신 환경에 대한 가정과 간소화로 인하여 실제 환경에서도 제안된 프로토콜이 요구 성능을 획득할 수 있는지 보여주기 어렵다. 따라서, 애드혹 네트워크가 현실적으로 획득할 수 있는 성능에 대한 이해를 위해서는 실제 시험 환경을 이용한 실험이 필요하며 이를 위해서는 많은 시스템 구성요소의 상호 작용을 이해하여야 한다. 본 논문에서는 건물 안에서 고속 영상 데이터 전송을 위한 실제 애드혹 네트워크 테스트베드를 구현하여 실제 네트워크 성능을 측정한다. AODV-UU를 이용하여 구축된 멀티홉 애드혹 네트워크는 Throughput, PDR, 종단간 지연 측면에서 저용량 영상데이터 전송을 위하여 요구되는 성능을 제공할 수 있음을 보인다.

스테레오 동영상에서의 좌우 영상 바뀜 검출 기법 (Detection of View Reversal in a Stereo Video)

  • 손지덕;송병철
    • 전자공학회논문지
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    • 제50권5호
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    • pp.191-198
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    • 2013
  • 본 논문은 스테레오 동영상에서 깊이 정보와 움직임 정보를 이용하여 좌영상과 우영상이 바뀐 것을 검출하는 기법을 제안한다. 스테레오 정합 기법을 통해 깊이 정보를 얻어 영상을 전경과 배경 영역으로 나누고 움직임 추정 기법을 이용해 움직임 벡터를 얻는다. 제안 기법은 전경이 인접한 배경 쪽으로 움직이거나 배경이 인접한 전경 쪽으로 움직였을 때 가려짐이 발생하는 영역이 배경이라는 것을 이용한다. 그러나 좌영상과 우영상이 바뀐 경우에는 깊이 정보가 반대로 얻어져 전경과 배경 영역도 반대로 얻어지므로 위와 같은 움직임이 있을 경우에 가려짐이 발생하는 영역은 전경이다. 따라서 좌영상과 우영상이 바뀐 것을 검출할 수 있다. 모의실험을 통해 제안 기법이 전경에 의해 배경 영역이 충분히 가려지는 경우 높은 검출률을 보임을 알 수 있다.