On-line object tracking method based on co-training

Jianhong Lai; Zhenming Peng; Yong Yang

doi:10.1117/12.999828

30 November 2012 On-line object tracking method based on co-training

Jianhong Lai, Zhenming Peng, Yong Yang

Proceedings Volume 8558, Optoelectronic Imaging and Multimedia Technology II; 855828 (2012) https://doi.org/10.1117/12.999828
Event: Photonics Asia, 2012, Beijing, China

Abstract

The tracking method based on Co-Training framework considers the object tracking as a semi-supervised learning problem. This paper proposes a new on-line tracking method based on Co-Training framework. The method fuses two features to describe the object and do randomizing affine deformation with positive examples to increase the number of positive examples. Experimental results demonstrate, the on-line tracking method based on Co-training framework can work robustly in long-term tracking and the drift of tracking can be effectively avoided.

Citation Download Citation

Jianhong Lai, Zhenming Peng, and Yong Yang "On-line object tracking method based on co-training", Proc. SPIE 8558, Optoelectronic Imaging and Multimedia Technology II, 855828 (30 November 2012); https://doi.org/10.1117/12.999828

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