Learning attention modules for visual tracking

• Published in: Signal, image and video processing Vol. 16; no. 8; pp. 2149 - 2156
• Main Authors: Wang, Jun, Meng, Chenchen, Deng, Chengzhi, Wang, Yuanyun
• Format: Journal Article
• Language: English
• Published: London Springer London 01.11.2022; Springer Nature B.V
• Subjects: Algorithms; Artificial neural networks; Computer Imaging; Computer networks; Computer Science; Image Processing and Computer Vision; Modules; Multimedia Information Systems; Optical tracking; Original Paper; Pattern Recognition and Graphics; Signal,Image and Speech Processing; Training; Vision; Siamese networks; Visual tracking; Channel attention; Spatial attention

Siamese networks have been widely used in visual tracking. However, it is difficult to deal with complex appearance variations when the discriminative background information is ignored and an offline training strategy is adopted. In this paper, we present a novel backbone network based on CNN model...