• 제목/요약/키워드: Position tracker

검색결과 80건 처리시간 0.026초

Visual Object Tracking Fusing CNN and Color Histogram based Tracker and Depth Estimation for Automatic Immersive Audio Mixing

  • Park, Sung-Jun;Islam, Md. Mahbubul;Baek, Joong-Hwan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권3호
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    • pp.1121-1141
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    • 2020
  • We propose a robust visual object tracking algorithm fusing a convolutional neural network tracker trained offline from a large number of video repositories and a color histogram based tracker to track objects for mixing immersive audio. Our algorithm addresses the problem of occlusion and large movements of the CNN based GOTURN generic object tracker. The key idea is the offline training of a binary classifier with the color histogram similarity values estimated via both trackers used in this method to opt appropriate tracker for target tracking and update both trackers with the predicted bounding box position of the target to continue tracking. Furthermore, a histogram similarity constraint is applied before updating the trackers to maximize the tracking accuracy. Finally, we compute the depth(z) of the target object by one of the prominent unsupervised monocular depth estimation algorithms to ensure the necessary 3D position of the tracked object to mix the immersive audio into that object. Our proposed algorithm demonstrates about 2% improved accuracy over the outperforming GOTURN algorithm in the existing VOT2014 tracking benchmark. Additionally, our tracker also works well to track multiple objects utilizing the concept of single object tracker but no demonstrations on any MOT benchmark.

헤드/아이 통합 트랙커 개발 및 통합 성능 검증 (Developing Head/Eye Tracking System and Sync Verification)

  • 김정호;이대우;허세종;박찬국;백광열;방효충
    • 제어로봇시스템학회논문지
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    • 제16권1호
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    • pp.90-95
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    • 2010
  • This paper describes the development of integrated head and eye tracker system. Vision based head tracker is performed and it has 7mm error in 300mm translation. The epi-polar method and point matching are used for determining a position of head and rotational degree. High brightness LEDs are installed on helmet and the installed pattern is very important to match the points of stereo system. Eye tracker also uses LED for constant illumination. A Position of gazed object(3m distance) is determined by pupil tracking and eye tracker has 1~5 pixel error. Integration of result data of each tracking system is important. RS-232C communication is applied to integrated system and triggering signal is used for synchronization.

Optical Tracker에서 좌우 적외선 영상의 동시 획득에 관한 연구 (A Synchronized Stereo Image Acquisition on the Optical Tracker)

  • 신동익;허수진
    • 대한의용생체공학회:의공학회지
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    • 제22권6호
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    • pp.527-534
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    • 2001
  • 컴퓨터 보조의 3차원 수술지원시스템(CAS. Computer Assisted Surgery)의 3차원 위치검출을 위한 광학식 추적자(Optical Tracker)에서 수술도구에 장착되는 적외선 LED의 좌우 영상을 CCD 카메라로 획득하는 데 있어서 기존의 2개의 프레임그래버를 이용하는 방법을 개선하여 하나의 그래버로 획득하는 방법을 개발하였다 좌우의 영상은 칼라 프레임그래버의 색차신호로 부가되며 이에 관련된 하드웨어 및 검출 알고리즘을 개발하였다 결과적으로 본 연구에서 개발된 방법은 비용이 절감되며 좌우영상의 추출이 빠른 것이 장점이다

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Visual Tracking using Weighted Discriminative Correlation Filter

  • Song, Tae-Eun;Jang, Kyung-Hyun
    • 한국컴퓨터정보학회논문지
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    • 제21권11호
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    • pp.49-57
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    • 2016
  • In this paper, we propose the novel tracking method which uses the weighted discriminative correlation filter (DCF). We also propose the PSPR instead of conventional PSR as tracker performance evaluation method. The proposed tracking method uses multiple DCF to estimates the target position. In addition, our proposed method reflects more weights on the correlation response of the tracker which is expected to have more performance using PSPR. While existing multi-DCF-based tracker calculates the final correlation response by directly summing correlation responses from each tracker, the proposed method acquires the final correlation response by weighted combining of correlation responses from the selected trackers robust to given environment. Accordingly, the proposed method can provide high performance tracking in various and complex background compared to multi-DCF based tracker. Through a series of tracking experiments for various video data, the presented method showed better performance than a single feature-based tracker and also than a multi-DCF based tracker.

Adaptive ${\alpha}-{\beta}$ Tracker for TWS Radar System

  • Kim, Byung-Doo;Lee, Ja-Sung
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2005년도 ICCAS
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    • pp.506-509
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    • 2005
  • An adaptive ${\alpha}-{\beta}$ tracker is proposed for tracking maneuvering targets with a track-while-scan radar system. The tracker gain is updated on-line corresponding to the adjusted process noise variance which is obtained via time averaging of the process over a sliding window. The adjusted process noise variance is used to compute the maneuverability index for the tracker gain based on the steady-state Kalman filter equation for each epoch. It is shown via simulation that the proposed approach provides robust and accurate position estimates during the target maneuver while the performance of the conventional ${\alpha}-{\beta}$ tracker is shown much degraded.

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실시간 영상 지오레퍼런싱을 위한 KLT 트랙커의 속도개선 (Speeding up the KLT Tracker for Realtime Image Georeferencing)

  • 수패니 타나쏭;이임평
    • 한국측량학회:학술대회논문집
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    • 한국측량학회 2010년 춘계학술발표회 논문집
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    • pp.77-80
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    • 2010
  • The demand for human security significantly promotes the development of surveillance applications using a multi-sensor integrated UAV system. For more sophisticated operations, the system should provide a sequence of images rectified in a ground coordinate system in realtime. This rectification requires accurate position and attitude of the camera at the time of exposure of each image, which can be estimated through an Aerial Triangulation process using the GPS/INS data and tie points between adjacent images. In this work, the KLT tracker is utilized to obtain the tie points. To satisfy the realtime requirements, we present an approach to speed up the tracker by supplying the initial guessed positions of tie points based on the exterior orientation. The experimental results show that, when the guessed positions are supplied, the KLT tracker consumed less computational time than the ordinary KLT which is more suitable to be incorporated into the realtime image georeferencing process.

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LabVIEW 적용 임베디드 태양추적장치 개발 (Development of an Embedded Solar Tracker using LabVIEW)

  • 오승진;이윤준;김남진;오원종;천원기
    • 에너지공학
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    • 제19권2호
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    • pp.128-135
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    • 2010
  • 본 연구에서는 LabVIEW를 활용한 임베디드 태양추적장치가 개발되었다. 이 시스템은 LabVIEW로 작성된 소프트웨어, CompactRIO, C-계열의 모션 인터페이스 모듈, 아날로그 수집 모듈(DAQ:Data Acquisition), 스텝 드라이브, 스텝 모터, 피드백디바이스 그리고 기타 부품들로 구성되어져 있다. CompactRIO는 내부에 리얼타임 프로세서를 내장하고 있으며 이는 태양추적장치가 외부 제어없이도 자동으로 작동이 가능하게 한다. 태양 추적장치의 정확도를 높이기 위하여 천문학적인 방법과 광학적인 방법을 통합하여 개발하였다. 광학적인 방법에서는 피드백디바이스가 사용되었는데 4개의 CdS를 사용하여 지속적으로 피드백 신호를 컨트롤러로 공급하여 문제 발생시에도 태양을 지속적으로 추적한다. 태양의 고도 및 방위각의 데이터베이스는 미국의 Naval Observatory의 데이터와 비교하였다.

십자 배열 탐색기에서의 두 대역간 신호 분포 특성을 이용한 반대응 능력 (A Counter-Countermeasure using Signal Distribution Characteristics between Two Bands in a Crossed Array Tracker)

  • 이석한;오정수;서동선;최종수
    • 한국통신학회논문지
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    • 제27권4A호
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    • pp.316-323
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    • 2002
  • 본 논문에서는 표적이 대응 능력을 운용하는 상황에서 효율적인 표적 추적을 위한 십자 배열 탐색기에서의 반대응 능력을 제안하고 있다. 제안된 반대응 능력은 대응 능력과 표적을 분리하기 위해 두개의 검출 대역을 사용하고 신호 분포 특성을 사용한다. 손실된 펄스 신호로 인한 잘못된 표적 위치 검출을 피하기 위해, 제안된 반대응 능력은 이전의 표적 위치를 근거로 현재의 표적 위치를 예측한다. 십자 배열 탐색기에서 제안된 반대응 능력의 성능 평가를 위해, 다양한 조건에서 표적 신호 추출 및 표적 추적에 대한 모의 실험을 수행하였다. 모의 실험 결과들은 제안된 반대응 능력이 대응 능력을 잘 제거하면서 효율적인 표적 추적을 수행하고 있는 것을 보여준다.

광추적기와 내부 비전센서를 이용한 수술도구의 3차원 자세 및 위치 추적 시스템 (3D Orientation and Position Tracking System of Surgical Instrument with Optical Tracker and Internal Vision Sensor)

  • 조영진;오현민;김민영
    • 제어로봇시스템학회논문지
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    • 제22권8호
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    • pp.579-584
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    • 2016
  • When surgical instruments are tracked in an image-guided surgical navigation system, a stereo vision system with high accuracy is generally used, which is called optical tracker. However, this optical tracker has the disadvantage that a line-of-sight between the tracker and surgical instrument must be maintained. Therefore, to complement the disadvantage of optical tracking systems, an internal vision sensor is attached to a surgical instrument in this paper. Monitoring the target marker pattern attached on patient with this vision sensor, this surgical instrument is possible to be tracked even when the line-of-sight of the optical tracker is occluded. To verify the system's effectiveness, a series of basic experiments is carried out. Lastly, an integration experiment is conducted. The experimental results show that rotational error is bounded to max $1.32^{\circ}$ and mean $0.35^{\circ}$, and translation error is in max 1.72mm and mean 0.58mm. Finally, it is confirmed that the proposed tool tracking method using an internal vision sensor is useful and effective to overcome the occlusion problem of the optical tracker.

삼각측량기법을 이용한 광학추적장치의 상악골 변위 계측에 대한 정확성 검증 (Accuracy Verification of Optical Tracking System for the Maxillary Displacement Estimation by Using of Triangulation)

  • 경규영;김성민;이종호;명훈;김명진
    • Maxillofacial Plastic and Reconstructive Surgery
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    • 제34권1호
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    • pp.41-52
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    • 2012
  • Purpose: Triangulation is the process of determining the location of a point by measuring angles to it from known points at either end of a fixed baseline. This point can be fixed as the third point of a triangle with one known side and two known angles. The aim of this study was to find a clinically adaptable method for applying an optical tracking navigation system to orthognathic surgery and to estimate its accuracy of measuring the bone displacement by use of triangulation methods. Methods: In orthognathic surgery, the head position is not fixed as in neurosurgery, so that a head tracker is needed to establish the reference point on the head surface byusing an optical tracking system. However, the operation field is interfered by its bulkiness that makes its clinical use difficult. To solve this problem, we designed a method using an Aquaplast splinting material and a mini-screw in applying a head tracker on a patient's forehead. After that, we estimated the accuracy of measuring displacements of the ball marker by an optical tracking system with a conventional head tracker (Group A) and with a newly designed head tracker (Group B). Measured values of ball markers' displacements by each optical tracking system were compared with values obtained from fusion CT images for an estimation of accuracy. Results: The accuracy of the optical tracking system with a conventional head tracker (Group A) is not suitable for clinical usage. Measured and predictable errors are larger than 10 mm. The optical tracking system with a newly designed head tracker (Group B) shows 1.59 mm, 6.34 mm, and 9.52 mm errorsin threeclinical cases. Conclusion: Most errors were brought on mainly from a lack of reproducibility of the head tracker position. The accuracy of the optical tracking system with a newly designed head tracker can be a useful method in further orthognathic navigation surgery even though the average error is higher than 2.0 mm.