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Image segmentation and proto-objects detection based visual tracking

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Abstract Considering the phenomenon that the traditional visual tracking methods are prone to drift in the process of tracking, we propose a visual tracking approach based by image segmentation and… Click to show full abstract

Abstract Considering the phenomenon that the traditional visual tracking methods are prone to drift in the process of tracking, we propose a visual tracking approach based by image segmentation and proto-objects detection in this paper. Firstly, according to combining several segmentation approaches and topic model, the proto-objects are detected for a given image sequence. Then the final target position is given on the basis of proto-objects information. The coinstantaneous tracking of these proto-objects improves computational efficiency and tracking robustness. Detailed experimental results show that the proposed method perform better than the state of the art in anti-occlusion and illumination change.

Keywords: proto; visual tracking; image segmentation; proto objects

Journal Title: Optik
Year Published: 2017

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