Title :
Baseball hand tracking from monocular video
Author :
Venkateshan, Kishore ; Shekar, Arvind ; Saha, Simanto
Author_Institution :
Dept. of Comput. Sci. & Eng., PES Inst. of Technol., Bangalore, India
Abstract :
There has been a consistent interest in tracking players and their actions in a sports video among the computer vision community. Further, tracking specific body part of an athlete can give insight for expert analysis, graphics animators and game developers. This can be a laborious task as athletes tend to move at high and varying speeds causing motion blur. Moreover, there is no definite equation depicting their motion making it hard to develop a predictor. Hence in this paper, a technique to track the pitching hand of a baseball player is presented. Taking cues from the little information available from the predictor, the possible SURF feature points that might have the pitcher´s hand in the vicinity are found. A simple skin detection can confirm the presence of the hand near the SURF keypoint. A curve is fitted on the detection over the length of a pitching video. The proposed technique overcomes speed variations and blurry features to detect the pitching hand of the baseball player.
Keywords :
curve fitting; feature extraction; image motion analysis; object tracking; sport; video signal processing; SURF keypoint; baseball hand tracking; blurry features; computer vision community; curve fitting; monocular video; motion blur; pitching hand tracking technique; pitching video length; possible SURF feature points; skin detection; speeded-up robust feature; sports video; Equations; Feature extraction; Games; Image color analysis; Mathematical model; Sports equipment; Tracking; Background Subtraction; Histogram Features; Motion Tracking; Rapid Object Detection; SURF Feature Detection; Skin Detection;
Conference_Titel :
Advances in Computing, Communications and Informatics (ICACCI), 2013 International Conference on
Conference_Location :
Mysore
Print_ISBN :
978-1-4799-2432-5
DOI :
10.1109/ICACCI.2013.6637305