MULTIPLE SOCCER PLAYERS TRACKING

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Najafzadeh Nima; Fotouhi Mehran; Kasaei Shohreh

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Seminar Paper

Paper Information

Seminar: INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP)
Year:2015 | Issue:1

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Information Seminar Paper

Title

MULTIPLE SOCCER PLAYERS TRACKING

Author(s)

Najafzadeh Nima | Fotouhi Mehran | Kasaei Shohreh | Issue Writer Certificate

Keywords

MULTI-OBJECT TRACKING

SOCCER PLAYER TRACKING

OBSERVATION METHOD

KALMAN FILTER

Abstract

&NBSP;THIS PAPER, DESCRIBES A SOLUTION FOR TRACKING MULTIPLE SOCCER PLAYERS, SIMULTANEOUSLY, IN SOCCER GROUND. IT ADAPTS KALMAN FILTER FOR TRACKING MULTIPLE PLAYERS. ADAPTING KALMAN FILTER IS DIVIDED TO FOUR MAIN TASKS. THE FIRST TASK IS DEFINING THE STATE VECTOR FOR MULTIPLE OBJECT TRACKING. THE SECOND TASK IS DETERMINING A MOTION MODEL FOR ESTIMATING THE POSITION OF SOCCER PLAYERS IN THE NEXT FRAME. THE THIRD TASK IS DEFINING AN OBSERVATION METHOD FOR DETECTING SOCCER PLAYERS IN EACH FRAME. FINALLY, THE FOURTH TASK IS TUNING THE MEASUREMENT NOISE COVARIANCE AND ESTIMATING NOISE COVARIANCE. IN THE THIRD TASK, A NOVEL OBSERVATION METHOD FOR DETECTING SOCCER PLAYERS IS PROPOSED. THIS METHOD DIVIDES THE PLAYER BODY INTO THREE PARTS AND CALCULATES THE HISTOGRAM OF EACH PART, SEPARATELY. ALSO, AN ALGORITHM FOR UPDATING THE REFERENCE OBJECT PATCH IS INTRODUCED IN OBSERVATION METHOD. EACH TASK IS DISCUSSED IN DETAIL AND THE PROMISING PERFORMANCE OF THE PROPOSED METHOD FOR TRACKING SOCCER PLAYERS WHEN RUN ON THE AZADI DATASET IS SHOWN. ...

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APA: Copy

Najafzadeh, Nima, Fotouhi, Mehran, & Kasaei, Shohreh. (2015). MULTIPLE SOCCER PLAYERS TRACKING. INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP). SID. https://sid.ir/paper/927436/en

Vancouver: Copy

Najafzadeh Nima, Fotouhi Mehran, Kasaei Shohreh. MULTIPLE SOCCER PLAYERS TRACKING. 2015. Available from: https://sid.ir/paper/927436/en

IEEE: Copy

Nima Najafzadeh, Mehran Fotouhi, and Shohreh Kasaei, “MULTIPLE SOCCER PLAYERS TRACKING,” presented at the INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP). 2015, [Online]. Available: https://sid.ir/paper/927436/en

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