• Title/Summary/Keyword: correlation tracking

Search Result 343, Processing Time 0.027 seconds

Positive Random Forest based Robust Object Tracking (Positive Random Forest 기반의 강건한 객체 추적)

  • Cho, Yunsub;Jeong, Soowoong;Lee, Sangkeun
    • Journal of the Institute of Electronics and Information Engineers
    • /
    • v.52 no.6
    • /
    • pp.107-116
    • /
    • 2015
  • In compliance with digital device growth, the proliferation of high-tech computers, the availability of high quality and inexpensive video cameras, the demands for automated video analysis is increasing, especially in field of intelligent monitor system, video compression and robot vision. That is why object tracking of computer vision comes into the spotlight. Tracking is the process of locating a moving object over time using a camera. The consideration of object's scale, rotation and shape deformation is the most important thing in robust object tracking. In this paper, we propose a robust object tracking scheme using Random Forest. Specifically, an object detection scheme based on region covariance and ZNCC(zeros mean normalized cross correlation) is adopted for estimating accurate object location. Next, the detected region will be divided into five regions for random forest-based learning. The five regions are verified by random forest. The verified regions are put into the model pool. Finally, the input model is updated for the object location correction when the region does not contain the object. The experiments shows that the proposed method produces better accurate performance with respect to object location than the existing methods.

CORRELATION SEARCH METHOD WITH THIRD-ORDER STATISTICS FOR COMPUTING VELOCITIES FROM MEDICAL IMAGES

  • Kim, D.;Lee, J.H.;Oh, M.H.
    • Proceedings of the KOSOMBE Conference
    • /
    • v.1991 no.05
    • /
    • pp.9-12
    • /
    • 1991
  • The correlation search method yields velocity information by tracking scatter patterns between medical image frames. The displacement vector between a target region and the best correlated search region indicates the magnitude and direction of the inter-frame motion of that particular region. However, if the noise sources in the target region and the search region are correlated Gaussian, then the cross-correlation technique fails to work well because it estimates the cross-correlation of both signals and noises. In this paper we develop a new correlation search method which seeks the best correlated third-order statistics between a target and the search region to suppress the effect of correlated Gaussian noise sources. Our new method yields better estimations of velocity than the conventional cross-correlation method.

  • PDF

Relationship of Pupil's Size and Gaze Frequency for Neuro Sports Marketing: Focusing on Sigma Analysis (뉴로 스포츠 마케팅을 위한 동공 확장과 주시빈도 간의 관계: 시그마 분석법을 적용하여)

  • Ko, Eui-Suk;Song, Ki-Hyeon;Cho, Soo-Hyun;Kim, Jong-Ha
    • Science of Emotion and Sensibility
    • /
    • v.20 no.3
    • /
    • pp.39-48
    • /
    • 2017
  • In order to verify the effectiveness of marketing in the basketball stadium, this study measured and analyzed the gaze frequency and interest when the pupil was expanded by using the eye-tracking technology among various neuro marketing techniques of marketing. To analyze the section where the pupil size get expanded, interval of pupil size was higher than 2.275% (2 sigma data) and higher than 0.135% high (3 sigma data). Overall the valid data was analyzed by inflection points according to gaze frequency. We also analyzed the correlation between overall valid data and the ranges where the pupil size was significantly increased. The result showed that the correlation between overall valid data and pupil size 2 sigma data showed the highest correlation with 0.805. The pupil size 2 sigma data and pupil size 3 sigma data showed a correlation with 0.781, overall the valid data and pupil size 2 sigma data showed a correlation with 0.683. Therefore, it is concluded that, the section where the pupil size was expanded and the section at which gaze frequency is higher in the eye-tracking data were similar. However, the correlation between data of pupil size is determined to be significantly expanded and overall the valid data is decreased.

Tracking of Person Walking Pattern and Trajectory Following with 2D Laser Scanner (레이저 스케너 센서기반 보행패턴 인식 및 경로추적)

  • Jin, Taeseok
    • The Transactions of The Korean Institute of Electrical Engineers
    • /
    • v.67 no.7
    • /
    • pp.903-909
    • /
    • 2018
  • We propose laser scanner sensor system based walking pattern and tracking method of multiple human. This system uses laser scanners sensors and is applicable to wide and crowded area such as hospital and medical care center. The primary objective of this research is to promote the development of robust, repeatable and transferable software for security system that can automatically detect, track and follow people in public area. We developed the method of human identification for this system. Our method is following: 1. Best-walking pattern data are obtained by the help of human position and direction data obtained by laser scanners. 2. Human identification is conducted by calculating the correlation between the step length of walking human. It becomes possible to conduct human identification even in crowded scenes by estimating the movements of waling human' feet are periodic. In the experiment in the station, some effectiveness of this method became clear.

hardware implementation of multi-target tracking system based on binary phase extraction JTC (BPEJTC를 이용한 다중표적 추적시스템의 하드웨어 구현)

  • 이승현;이상이;류충상;차광훈;서춘원;김은수
    • Journal of the Korean Institute of Telematics and Electronics A
    • /
    • v.33A no.10
    • /
    • pp.152-159
    • /
    • 1996
  • We have designed and implemented an optoelectronic hardware of binary phase extraction joint transform correlator (BPEJTC) which provides higher peak-to-sidelobe ratio than many other versions of JTC that has been published so far and does not produce correlation peaks due to intra-class association, to construct a multi-target tracking system. The digital processing unit controlling the entire system plays the part of modifying and binarizing the joint transform power spectrum (JTPS) and the optical processing unit is mainly used to take fourier transform operations. Some experimental results conducted by designed system along with its architecture showed the processing rate of 6 frames per second, thereby the potential applicability of the proposed system to real-time multitarget tracking system is given.

  • PDF

AN OBJECT TRACKING METHOD USING ADAPTIVE TEMPLATE UPDATE IN IR IMAGE SEQUENCE

  • Heo, Pyeong-Gang;Lee, Hyung-Tae;Suk, Jung-Youp;Jin, Sang-Hun;Park, Hyun-Wook
    • Proceedings of the Korean Society of Broadcast Engineers Conference
    • /
    • 2009.01a
    • /
    • pp.174-177
    • /
    • 2009
  • In object tracking, the template matching methods have been developed and frequently used. It is fast enough, but not robust to an object with the variation of size and shape. In order to overcome the limitation of the template matching method, this paper proposes a template update technique. After finding an object position using the correlation-based adaptive predictive search, the proposed method selects blocks which contain object's boundary. It estimates the motion of boundary using block matching, and then updates template. We applied it to IR image sequences including an approaching object. From the experimental results, the proposed method showed successful performance to track object.

  • PDF

A Study on 2-Dimensional Sound Source Tracking System II (2차원적 음원추적에 관한 연구 II)

  • 문성배;전승환
    • Journal of the Korean Institute of Navigation
    • /
    • v.22 no.4
    • /
    • pp.31-36
    • /
    • 1998
  • The whistle is a very important information source for the safety navigation under foggy weather. But navigator has no concern about this, because it must be achived by human hearing sense and considered as a vague signal. If the range and relative bearing of signal source can be detected automatically, it would be very useful system for preventing marine casualties making a lot of economic loss and environment pollution. Before the algorithm of 2-dimensional sound source tracking system was reported. This paper describes the method that can obtain the time lag between three signals and the theory of cross-correlation analysis and subtraction method for cauculating the time lag by using the digital signal data sequences. And a series of experiments were carried out for various position of sound source in the range from 200cm to 530cm. As a result, we have recognized that sound source tracking system is possible to the sea field with improvement of position error.

  • PDF

Improved Global Maximum Power Point Tracking Technique Using Output Characteristics of Solar Array (태양광 어레이의 출력 특성을 이용한 개선된 전역 최대전력 점 추종 기법)

  • Yoo, Koo-Hyun;Lee, Woo-Cheol
    • The Transactions of the Korean Institute of Power Electronics
    • /
    • v.25 no.2
    • /
    • pp.111-117
    • /
    • 2020
  • The photovoltaic module has the characteristic that the output power varies according to the amount of insolation. If partial shading occurs in an environment composed of an array, a number of local maximum power points (LMPPs) may be generated according to the shading state. Photovoltaic arrays require global maximum power point tracking due to variations in output characteristics caused by solar radiation and temperature. Conventional algorithms, such as P&O and Incond, do not follow the global maximum power point in a partial shaded solar array. In this study, we propose a technique to follow the global maximum power point by using the correlation of voltage, current, and power in solar arrays. The proposed control technique 2qw validated through simulation and experiments by constructing a 2-kW solar system.

Advanced Region Slopes Method to Reduce Code Tracking Bias in Future Global Navigation Satellite Systems (부호동기 추적편이 보상을 위한 이른영역기울기 기법)

  • Yoo, Seung-Soo;Lee, Young-Yoon;Kim, Yeong-Moon;Kim, Sun-Yong
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.34 no.10C
    • /
    • pp.1016-1023
    • /
    • 2009
  • In this paper, a tracking bias compensation method is proposed for future global navigation satellite systems (GNSSs). It is observed that the correlation function of a GNSS signal has many peaks and remains almost unchanged in the advanced offset region as a result of the multipath signals arriving at the receiver later than a line-of-sight signal. Based on these observations, we use the slopes in the advanced offset region to compensate for the code tracking bias, and obtain the maximum code tracking bias, which is essential to implement the proposed scheme, in static multipath environments. Finally, it is demonstrated that the proposed compensation method is very effective for the GNSS signal tracking in terms of the code tracking biases and their running averages.

Multipath Mitigation Method Through Asymmetry Estimation of Correlation Function (상관함수의 비대칭성 추정을 통한 다중 경로 오차 제거 기법)

  • Jang Han-Jin;Moon Sung-Wook;Kim Jeong-Won;Lee Sang-Jeong;Hwang Dong-Hwan
    • Journal of Institute of Control, Robotics and Systems
    • /
    • v.12 no.10
    • /
    • pp.1050-1055
    • /
    • 2006
  • Since the muiltipath signal arrives at the GPS receiver later than the line-of-sight signal, the multipath signal makes the shape of the correlation function asymmetric. This paper proposes a multipath mitigation method through asymmetry estimation of the correlation function, in which multiple correlators are utilized. The asymmetry is estimated from correlation values of correlators which have different chip spacings. Based on the estimated asymmetry, the correlation function is modified in order to get a better code tracking performance. Even through the proposed method uses multiple correlators including the narrow correlator, the acquisition performance is not degraded since the number of search cell of the narrow correlator part can be reduced in the algorithm of the proposed method. The simulation results show that the proposed method gives better performance than the generic correlator in multipath environment.