Deep reinforcement learning-based DQN agent algorithm for visual object tracking in a virtual environmental simulation

JH Park, K Farkhodov, SH Lee, KR Kwon - Applied Sciences, 2022 - mdpi.com
The complexity of object tracking models among hardware applications has become a more
in-demand task to accomplish with multifunctional algorithm skills in various indeterminable …

基于注意力机制和孪生网络的跟踪算法研究.

王玲, 周磊, 王鹏, 白燕娥 - Journal of Computer …, 2022 - search.ebscohost.com
提出融合卷积通道注意力机制, 堆叠通道注意力机制和空间注意力机制的孪生网络跟踪器(ThrAtt-
Siam) 来提升跟踪性能. ThrAtt-Siam 跟踪器以SiameseFC 为基础, 通过在低卷积层融合卷积 …

Context-aware and occlusion handling mechanism for online visual object tracking

K Mehmood, A Jalil, A Ali, B Khan, M Murad, WU Khan… - Electronics, 2020 - mdpi.com
Object tracking is still an intriguing task as the target undergoes significant appearance
changes due to illumination, fast motion, occlusion and shape deformation. Background …

SiamCAM: A real-time Siamese network for object tracking with compensating attention mechanism

K Huang, P Qin, X Tu, L Leng, J Chu - Applied Sciences, 2022 - mdpi.com
The Siamese-based object tracking algorithm regards tracking as a similarity matching
problem. It determines the object location according to the response value of the object …

Siamese tracker with temporal information based on transformer-like feature fusion mechanism

Y Shi, Z Wu, Y Chen, J Dong - Machine Vision and Applications, 2023 - Springer
The position of the target in video trackers based on the Siamese network is usually
obtained by calculating the similarity score of features between the target template and the …

[PDF][PDF] Att-SiamMask: Attention-based Network For Enhanced Visual Object Tracking.

AO Elsaid, MM Fouad… - J. Inf. Hiding Multim. Signal …, 2022 - researchgate.net
Visual object tracking finds the correspondence of the target object in consequent video
frames given only the target position in the starting frame, which is considered a major …

Siamese-Based Attention Learning Networks for Robust Visual Object Tracking

MM Rahman, SK Jung - … Extraction and Object Tracking in Digital …, 2022 - books.google.com
Tracking with the siamese network has recently gained enormous popularity in visual object
tracking by using the template-matching mechanism. However, using only the template …