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- research-articleNovember 2024
Online discrimination-correction subnet for background suppression and dynamic template updating in Siamese visual tracking
Expert Systems with Applications: An International Journal (EXWA), Volume 257, Issue Chttps://doi.org/10.1016/j.eswa.2024.125083AbstractThe offline Siamese tracking methods have recently attracted much attention due to their impressive performance on speed and accuracy. However, they ignore the target and background information during tracking, thus lacking sufficient ...
Highlights- A feature refining module for obtaining target-special features.
- Online discriminative learning for background suppression.
- Sample equilibrium strategy for alleviating the imbalance of online samples.
- Dynamic templates for ...
- research-articleJuly 2024
Re-Architecting Buffer Management in Lossless Ethernet
IEEE/ACM Transactions on Networking (TON), Volume 32, Issue 6Pages 4749–4764https://doi.org/10.1109/TNET.2024.3430989Converged Ethernet employs Priority-based Flow Control (PFC) to provide a lossless network. However, issues caused by PFC, including victim flow, congestion spreading, and deadlock, impede its large-scale deployment in production systems. The fine-grained ...
- research-articleJanuary 2023
Feature distillation Siamese networks for object tracking
AbstractIn recent years, Siamese-based trackers have shown remarkable improvement in visual tracking. The general trends are interested in making deeper and more complicated networks to pursue higher accuracy. However, these advances result in ...
Highlights- Investigate and demonstrate the hard-to-compress problem of deep trackers.
- ...
- research-articleDecember 2022
Fast visual tracking with lightweight Siamese network and template-guided learning
AbstractSiamese-based trackers suffer from over-parameterization and online learning limitations, making it difficult to balance high performance and real-time execution when deployed on resource-constrained devices. In this paper, we propose ...
- research-articleMay 2022
Ensemble siamese networks for object tracking
Neural Computing and Applications (NCAA), Volume 34, Issue 10Pages 8173–8191https://doi.org/10.1007/s00521-022-06911-4AbstractIn recent years, considering a balanced accuracy and efficiency, Fully-Convolutional Siamese network (SiamFC) is widely used in the field of visual tracking. Although SiamFC has achieved great success, it is still frustrated in discrimination ...
- research-articleApril 2022
Dual-stream collaborative tracking algorithm combined with reliable memory based update
AbstractMost visual tracking algorithms based on Siamese network adopt a fixed template in the whole tracking process, which sacrifices the available target appearance information. To address this issue, we propose a dual-stream collaborative ...
- research-articleJuly 2021
Robust visual tracker combining temporal consistent constraint and adaptive spatial regularization
Neural Computing and Applications (NCAA), Volume 33, Issue 14Pages 8355–8374https://doi.org/10.1007/s00521-020-05589-wAbstractExisting discriminative correlation filters suffer from the defects of potential spatial distractors and the degradation of appearance model caused by hard-temporal correlation. Aiming at this issue, a robust tracker which combines the adaptive ...