13 May 2017 Patch-based visual tracking with online representative sample selection
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Abstract
Occlusion is one of the most challenging problems in visual object tracking. Recently, a lot of discriminative methods have been proposed to deal with this problem. For the discriminative methods, it is difficult to select the representative samples for the target template updating. In general, the holistic bounding boxes that contain tracked results are selected as the positive samples. However, when the objects are occluded, this simple strategy easily introduces the noises into the training data set and the target template and then leads the tracker to drift away from the target seriously. To address this problem, we propose a robust patch-based visual tracker with online representative sample selection. Different from previous works, we divide the object and the candidates into several patches uniformly and propose a score function to calculate the score of each patch independently. Then, the average score is adopted to determine the optimal candidate. Finally, we utilize the non-negative least square method to find the representative samples, which are used to update the target template. The experimental results on the object tracking benchmark 2013 and on the 13 challenging sequences show that the proposed method is robust to the occlusion and achieves promising results.
© 2017 SPIE and IS&T
Weihua Ou, Weihua Ou, Di Yuan, Di Yuan, Donghao Li, Donghao Li, Bin Liu, Bin Liu, Daoxun Xia, Daoxun Xia, Wu Zeng, Wu Zeng, } "Patch-based visual tracking with online representative sample selection," Journal of Electronic Imaging 26(3), 033006 (13 May 2017). https://doi.org/10.1117/1.JEI.26.3.033006 . Submission: Received: 22 December 2016; Accepted: 25 April 2017
Received: 22 December 2016; Accepted: 25 April 2017; Published: 13 May 2017
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