• Title/Summary/Keyword: Mean Shift 추적 기법

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Real-time Hand Region Detection and Tracking using Depth Information (깊이정보를 이용한 실시간 손 영역 검출 및 추적)

  • Joo, SungIl;Weon, SunHee;Choi, HyungIl
    • KIPS Transactions on Software and Data Engineering
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    • v.1 no.3
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    • pp.177-186
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    • 2012
  • In this paper, we propose a real-time approach for detecting and tracking a hand region by analyzing depth images. We build a hand model in advance. The model has the shape information of a hand. The detecting process extracts out moving areas in an image, which are possibly caused by moving a hand in front of a camera. The moving areas can be identified by analyzing accumulated difference images and applying the region growing technique. The extracted moving areas are compared against a hand model to get justified as a hand region. The tracking process keeps the track of center points of hand regions of successive frames. For this purpose, it involves three steps. The first step is to determine a seed point that is the closest point to the center point of a previous frame. The second step is to perform region growing to form a candidate region of a hand. The third step is to determine the center point of a hand to be tracked. This point is searched by the mean-shift algorithm within a confined area whose size varies adaptively according to the depth information. To verify the effectiveness of our approach, we have evaluated the performance of our approach while changing the shape and position of a hand as well as the velocity of hand movement.

The Model based Tracking using the Object Tracking method in the Sequence Scene (장면 전환에서의 물체 추적을 통한 모델기반추적 방법 연구)

  • Kim, Se-Hoon;Hwang, Jung-Won;Kim, Ki-Sang;Choi, Hyung-Il
    • 한국HCI학회:학술대회논문집
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    • 2008.02a
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    • pp.775-778
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    • 2008
  • Augmented Reality is a growing area in virtual reality research, The world environment around us provides a wealth of information that is difficult to duplicate in a computer. This evidenced by the worlds used in virtual environments. An augmented reality system generates a composite view for the user. It is a combination of the real scene viewed by the user and a virtual scene generated by the computer that augments the scene with addition information. The registration method represent to the user enhances that person's performance in and perception of the world. It decide the direction and location between real world and 3D graphic objects. The registration method devide two method, Model based tracking and Move-Matching. This paper researched at to generate a commerce correlation using a tracking object method, using at a color distribution and information, in the sequence scene.

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A Framework of Recognition and Tracking for Underwater Objects based on Sonar Images : Part 2. Design and Implementation of Realtime Framework using Probabilistic Candidate Selection (소나 영상 기반의 수중 물체 인식과 추종을 위한 구조 : Part 2. 확률적 후보 선택을 통한 실시간 프레임워크의 설계 및 구현)

  • Lee, Yeongjun;Kim, Tae Gyun;Lee, Jihong;Choi, Hyun-Taek
    • Journal of the Institute of Electronics and Information Engineers
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    • v.51 no.3
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    • pp.164-173
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    • 2014
  • In underwater robotics, vision would be a key element for recognition in underwater environments. However, due to turbidity an underwater optical camera is rarely available. An underwater imaging sonar, as an alternative, delivers low quality sonar images which are not stable and accurate enough to find out natural objects by image processing. For this, artificial landmarks based on the characteristics of ultrasonic waves and their recognition method by a shape matrix transformation were proposed and were proven in Part 1. But, this is not working properly in undulating and dynamically noisy sea-bottom. To solve this, we propose a framework providing a selection phase of likelihood candidates, a selection phase for final candidates, recognition phase and tracking phase in sequence images, where a particle filter based selection mechanism to eliminate fake candidates and a mean shift based tracking algorithm are also proposed. All 4 steps are running in parallel and real-time processing. The proposed framework is flexible to add and to modify internal algorithms. A pool test and sea trial are carried out to prove the performance, and detail analysis of experimental results are done. Information is obtained from tracking phase such as relative distance, bearing will be expected to be used for control and navigation of underwater robots.

Design & Implementation of Real-Time Lipreading System using PC Camera (PC카메라를 이용한 실시간 립리딩 시스템 설계 및 구현)

  • 이은숙;이지근;이상설;정성태
    • Proceedings of the Korea Multimedia Society Conference
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    • 2003.11a
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    • pp.310-313
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    • 2003
  • 최근 들어 립리딩은 멀티모달 인터페이스 기술의 응용분야에서 많은 관심을 모으고 있다. 동적영상을 이용한 립리딩 시스템에서 해결해야 할 주된 문제점은 상황 변화에 독립적으로 얼굴 영역과 입술 영역을 추출하고 오프라인이 아닌 실시간으로 입력된 입술 영상의 인식을 처리하여 립리딩의 사용도를 높이는 것이다. 본 논문에서는 사용자가 쉽게 사용할 수 있는 PC카메라를 사용하여 영상을 입력받아 학습과 인식을 실시간으로 처리하는 립리딩 시스템을 구현하였다. 본 논문에서는 움직임이 있는 화자의 얼굴영역과 입술영역을 컬러, 조명등의 변화에 독립적으로 추출하기 위해 HSI모델을 이용하였다. 입력 영상에서 일정한 크기의 영역에 대한 색도 히스토그램 모델을 만들어 색도 영상에 적용함으로써 얼굴영역의 확률 분포를 구하였고, Mean-Shift Algorithm을 이용하여 얼굴영역의 검출과 추적을 하였다. 특징 점 추출에는 이미지 기반 방법인 PCA 기법을 이용하였고, HMM 기반 패턴 인식을 사용하여 실시간으로 실험영상데이터에 대한 학습과 인식을 수행할 수 있었다.

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MRI Findings of the Repaired Anterior Cruciate Ligament (전방 십자 인대의 일차 봉합술 후 MRI 소견)

  • Kim, Jung-Man;Koh, In-Jun;Lee, Dong-Yeob;Lee, Yoon-Min
    • Journal of the Korean Arthroscopy Society
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    • v.13 no.1
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    • pp.14-21
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    • 2009
  • Purpose: To investigate MRI findings of the repaired anterior cruciate ligament (ACL). Materials and Methods: Seventeen of arthroscopic ACL primary repair with sutures pull-out technique were followed for 21.4 months (range: 12 to 60 months). Stability was assessed with physical examination and KT-1000 arthrometer (MED metric, San Diego, CA) and postoperative MRI checked with time. The patients were divided into 2 groups according to the location of tear which was defined with the location of remained synovial sleeve. Group I (11 patients) comprised that the tear was located within proximal 1/3 of ACL substance and group II (6 patients) comprised below proximal 1/3. MRI findings of the repaired ACL were evaluated by its course, sharpness, thickness and signal intensity using 3 grade system and correlated with its location of tear. Results: In all cases, Lachman test and flexion-rotation drawer test were negative, pivot-shift test was less than grade 1 and the mean side-to-side difference by use of KT-1000 arthrometer was 1.4 mm (range: -1.0 to 2.5 mm). The overall continuity of the repaired ACL was well maintained in all cases. However, mild sagging was observed in 10 cases(58.8%), mild obscure contour in 6 cases (35.3%), increased thickness in 8 cases (47.1%) and slight increased signal intensity in 5 cases (29.5%). There was no statistical significance in all parameters between 2 groups. And a focal defect at the femoral attachment site in sagittal image was observed in 7 cases (41.2%) of all patients which comprised 2 cases (18.2%) of group I and 5 cases (83.3%) of group II. It was observed more frequently in group II with statistical significance (p=0.035). Conclusion: Some abnormal MRI findings such as mild sagged course, obscure contour, increased thickness and signal intensity, the focal defect at femoral attachment site could be observed even though the stability was well maintained clinically. We thought that the focal defect was affected by the location of tear of ACL.

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