SiamVGG: Visual Tracking using Deeper Siamese Networks
Recently, we have seen a rapid development of Deep Neural Network (DNN) based visual tracking solutions. Some trackers combine the DNN-based solutions with Discriminative Correlation Filters (DCF) to extract semantic features and successfully deliver the state-of-the-art tracking accuracy. However, these solutions are highly compute-intensive, which require long processing time, resulting unsecured real-time performance. To deliver both high accuracy and reliable real-time performance, we propose a novel tracker called SiamVGG. It combines a Convolutional Neural Network (CNN) backbone and a cross-correlation operator, and takes advantage of the features from exemplary images for more accurate object tracking. The architecture of SiamVGG is customized from VGG-16, with the parameters shared by both exemplary images and desired input video frames. We demonstrate the proposed SiamVGG on OTB-2013/50/100 and VOT 2015/2016/2017 datasets with the state-of-the-art accuracy while maintaining a decent real-time performance of 50 FPS running on a GTX 1080Ti. Our design can achieve 2% higher Expected Average Overlap (EAO) compared to the ECO and C-COT in VOT2017 Challenge.
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Yuhong Li (add twitter)
Xiaofan Zhang (add twitter)
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02/10/19 06:06PM
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arxiv_org: SiamVGG: Visual Tracking using Deeper Siamese Networks. https://t.co/BR0tR6dmvl https://t.co/93mUZa5U6p
arxiv_cscv: SiamVGG: Visual Tracking using Deeper Siamese Networks https://t.co/JkqnzgsBVl
BrundageBot: SiamVGG: Visual Tracking using Deeper Siamese Networks. Yuhong Li and Xiaofan Zhang https://t.co/244oOA5y7Y
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