• Title/Summary/Keyword: Face Tracking

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Hand Tracking based on CamShift using Motion History Image (운동 히스토리 영상을 활용한 CamShift 기반 손 추적 기법)

  • Gil, Jong In;Kim, Mina;Whang, Whankyu;Kim, Manbae
    • Journal of Broadcast Engineering
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    • v.22 no.2
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    • pp.182-192
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    • 2017
  • In this paper, we propose hand tracking system combined with color and motion information. Most of hand detection and tracking systems are performed by modeling skin color. However, in this approach, since it is highly influenced by light or surrounding objects, accurate values cannot be derived constantly. Also, depending on the skin color, hand tracking may be interrupted by not only the hand but also the background with a color similar to that of the face and skin. Therefore, we design the hand tracking that can effectively track a hand by using motion history image(MHI) and combining it with CamShift. The proposed system is implemented based on C/C++, and the experiments proved that the proposed method shows stable and excellent performance.

Implementation of Intelligent Moving Target Tracking and Surveillance System Using Pan/Tilt-embedded Stereo Camera System (팬/틸트 탑제형 스테레오 카메라를 이용한 지능형 이동표적 추적 및 감시 시스템의 구현)

  • 고정환;이준호;김은수
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.4C
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    • pp.514-523
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    • 2004
  • In this paper, a new intelligent moving target tracking and surveillance system basing on the pan/tilt-embedded stereo camera system is suggested and implemented. In the proposed system, once the face area of a target is detected from the input stereo image by using a YCbCr color model and then, using this data as well as the geometric information of the tracking system, the distance and 3D information of the target are effectively extracted in real-time. Basing on these extracted data the pan/tilted-embedded stereo camera system is adaptively controlled and as a result, the proposed system can track the target adaptively under the various circumstance of the target. From some experiments using 80 frames of the test input stereo image, it is analyzed that standard deviation of the position displacement of the target in the horizontal and vertical directions after tracking is kept to be very low value of 1.82, 1.11, and error ratio between the measured and computed 3D coordinate values of the target is also kept to be very low value of 0.5% on average. From these good experimental results a possibility of implementing a new real-time intelligent stereo target tracking and surveillance system using the proposed scheme is finally suggested.

Human Legs Stride Recognition and Tracking based on the Laser Scanner Sensor Data (레이저센서 데이터융합기반의 복수 휴먼보폭 인식과 추적)

  • Jin, Taeseok
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.23 no.3
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    • pp.247-253
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    • 2019
  • In this paper, we present a new method for real-time tracking of human walking around a laser sensor system. The method converts range data with $r-{\theta}$ coordinates to a 2D image with x-y coordinates. Then human tracking is performed using human's features, i.e. appearances of human walking pattern, and the input range data. The laser sensor based human tracking method has the advantage of simplicity over conventional methods which extract human face in the vision data. In our method, the problem of estimating 2D positions and orientations of two walking human's ankle level is formulated based on a moving trajectory algorithm. In addition, the proposed tracking system employs a HMM to robustly track human in case of occlusions. Experimental results using a real system demonstrate usefulness of the proposed method.

Online Face Pose Estimation based on A Planar Homography Between A User's Face and Its Image (사용자의 얼굴과 카메라 영상 간의 호모그래피를 이용한 실시간 얼굴 움직임 추정)

  • Koo, Deo-Olla;Lee, Seok-Han;Doo, Kyung-Soo;Choi, Jong-Soo
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.47 no.4
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    • pp.25-33
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    • 2010
  • In this paper, we propose a simple and efficient algorithm for head pose estimation using a single camera. First, four subimages are obtained from the camera image for face feature extraction. These subimages are used as feature templates. The templates are then tracked by Kalman filtering, and camera projective matrix is computed by the projective mapping between the templates and their coordinate in the 3D coordinate system. And the user's face pose is estimated from the projective mapping between the user's face and image plane. The accuracy and the robustness of our technique is verified on the experimental results of several real video sequences.

Sequential Registration of the Face Recognition candidate using SKL Algorithm (SKL 알고리즘을 이용한 얼굴인식 후보의 점진적 등록)

  • Han, Hag-Yong;Lee, Sung-Mok;Kwak, Boo-Dong;Choi, Won-Tae;Kang, Bong-Soon
    • Journal of the Institute of Convergence Signal Processing
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    • v.11 no.4
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    • pp.320-325
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    • 2010
  • This paper is about the method and procedure to register the candidate sequentially in the face recognition system using the PCA(Principal Components Analysis). We use the method to update the principal components sequentially with the SKL algorithm which is improved R-SVD algorithm. This algorithm enable us to solve the re-training problem of the increase the candidates number sequentially in the face recognition using the PCA. Also this algorithm can use in robust tracking system with the bright change based to the principal components. This paper proposes the procedure in the face recognition system which sequentially updates the principal components using the SKL algorithm. Then we compared the face recognition performance with the batch procedure for calculating the principal components using the standard KL algorithm and confirms the effects of the forgetting factor in the SKL algorithm experimentally.

Adaptive Spatial Coordinates Detection Scheme for Path Planning of Unmanned Ground Vehicle (지상용 무인 차량의 경로 계획을 위한 적응적인 공간좌표 검출 기법)

  • Cho, Do-Hyeoun;Lee, Jong-Yong;Ko, Jung-Hwan
    • Proceedings of the IEEK Conference
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    • 2005.11a
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    • pp.1261-1264
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    • 2005
  • In this paper, a new intelligent moving target tracking and surveillance system basing on the pan/tilt-embedded stereo camera system is suggested and implemented. In the proposed system, once the face area of a target is detected from the input stereo image by using a YCbCr color model and then, using this data as well as the geometric information of the tracking system, the distance and 3D information of the target are effectively extracted in real-time.

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Robust Two Degree of Freedom $H_\infty$ Control for Uncertain Systems

  • Kang, Young-Jung;Kwon, Oh-Kyu
    • 제어로봇시스템학회:학술대회논문집
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    • 1993.10b
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    • pp.355-359
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    • 1993
  • This paper deals with the problem of robust TDF(Two Degree of Freedom) H$_{\infty}$ control design for a linear system with parameter uncertainty in the state space model. The uncertain system considered here is with the time-invariant norm-bounded parameter uncertainty in the state matrix. A TDF H$_{\infty}$ control design is presented which robustly stabilizes the plant, guarantees the robust H$_{\infty}$ performance and improves the tracking performance for the closed-loop system in the face of parameter uncertainty. It is shwon that a suitable stabilizing control law can be constructed in terms of a positive definite solution to a certain parameter-dependent algebraic Riccati equation and a good tracking performance can be constructed in terms of suitable feedforward control law.aw.

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Hand gesture recognition for player control

  • Shi, Lan Yan;Kim, Jin-Gyu;Yeom, Dong-Hae;Joo, Young-Hoon
    • Proceedings of the KIEE Conference
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    • 2011.07a
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    • pp.1908-1909
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    • 2011
  • Hand gesture recognition has been widely used in virtual reality and HCI (Human-Computer-Interaction) system, which is challenging and interesting subject in the vision based area. The existing approaches for vision-driven interactive user interfaces resort to technologies such as head tracking, face and facial expression recognition, eye tracking and gesture recognition. The purpose of this paper is to combine the finite state machine (FSM) and the gesture recognition method, in other to control Windows Media Player, such as: play/pause, next, pervious, and volume up/down.

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Object tracking using Kalman filter (칼만필터를 이용한 물체추적)

  • Song, Hyok;Seo, Duck-Won;Lee, Chul-Dong;Yoo, Ji-Sang
    • Proceedings of the IEEK Conference
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    • 2009.05a
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    • pp.207-209
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    • 2009
  • 다양한 센서 및 영상 카메라를 이용한 교통, 보안 및 안전 감시 시스템에 있어 처리해야 하는 영상 데이터의 양은 점점 커져가고 있다. 또한 단일 카메라가 아닌 많은 수의 카메라를 이용할 경우 운영자가 모든 영상 데이터를 확인하고 이에 대한 응답을 즉시 하기가 힘이 든다. 따라서 영상 데이터를 이용하기 위한 시스템에서 소프트웨어적인 처리는 필수이며 물체를 정확하게 추적하기 위해서는 물체를 인식하고 물체의 움직임을 예측하고 움직임을 보정하는 단계가 필요하다. 본 논문에서는 물체의 움직임을 정확히 추적하기 위하여 이동 물체를 추적할 때에 적절한 Kalman 필터를 이용하여 고속 물체 추적 시스템을 구현하였다.

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Audio-Visual Localization and Tracking of Sound Sources Using Kalman Filter (칼만 필터를 이용한 시청각 음원 정위 및 추적)

  • Song, Min-Gyu;Kim, Jin-Young;Na, Seung-You
    • Journal of the Korean Institute of Intelligent Systems
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    • v.17 no.4
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    • pp.519-525
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    • 2007
  • With the high interest on robot technology and application, the research on artificial auditory systems for robot is very active. In this paper we discuss sound source localization and tracing based on audio-visual information. For video signals we use face detection based on skin color model. Also, binaural-based DOA is used as audio information. We integrate both informations using Kalman filter. The experimental results show that audio-visual person tracking Is useful, specially in the case that some informations are not observed.