When correlation filters meet fully-convolutional Siamese networks for distractor-aware tracking

作者：

Highlights：

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• A distractor-aware tracker incorporating DCF with SiamFC is proposed.

• A guide line is designed to screen out the candidate target positions.

• A better initial target position alleviates the boundary effect.

• Superior performance is achieved on OTB and VOT benchmarks.

摘要

•A distractor-aware tracker incorporating DCF with SiamFC is proposed.•A guide line is designed to screen out the candidate target positions.•A better initial target position alleviates the boundary effect.•Superior performance is achieved on OTB and VOT benchmarks.

论文关键词：Object tracking,Correlation filter,Siamese network,SiamFC,Similar category distractor

论文评审过程：Received 12 September 2017, Revised 16 January 2018, Accepted 5 March 2018, Available online 13 March 2018, Version of Record 22 March 2018.

论文官网地址：https://doi.org/10.1016/j.image.2018.03.002