Deformable Siamese Attention Networks for Visual Object Tracking

• Published in: Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) pp. 6727 - 6736
• Main Authors: Yu, Yuechen, Xiong, Yilei, Huang, Weilin, Scott, Matthew R.
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2020
• Subjects: Convolution; Correlation; Object tracking; Proposals; Target tracking; Task analysis; Visualization
• ISSN: 1063-6919
• DOI: 10.1109/CVPR42600.2020.00676

Siamese-based trackers have achieved excellent performance on visual object tracking. However, the target template is not updated online, and the features of target template and search image are computed independently in a Siamese architecture. In this paper, we propose Deformable Siamese Attention...