华侨大学学报（自然科学版）2025，Vol.46Issue(5)：581-588,8.DOI:10.11830/ISSN.1000-5013.202509002
采用剪枝策略的目标跟踪方法
Object Tracking Method Using Pruning Strategy
摘要
Abstract
To address the issue of excessive computational overhead in existing based Transformer object tracking methods that prioritize accuracy over efficiency,a pruning strategy-based object tracking method(PSTrack)is proposed.First,an activation module is introduced to adaptively adjust the attention layers of the Transformer,thereby avoiding unnecessary computations and improving efficiency.Then,a hybrid atten-tion and cross-attention mechanism is employed to optimize the computational process according to the require-ments of different stages.Finally,experiments are conducted on multiple standard datasets.The results show that,compared with traditional object tracking methods,PSTrack achieves significant advantages in both accu-racy and efficiency.关键词
目标跟踪/Transformer/剪枝策略/计算效率/注意力机制Key words
target tracking/Transformer/pruning strategy/computational efficiency/attention mechanism分类
信息技术与安全科学引用本文复制引用
李欣桐,刘航,黄德天..采用剪枝策略的目标跟踪方法[J].华侨大学学报（自然科学版）,2025,46(5):581-588,8.基金项目
国家自然科学基金资助项目(61901183) （61901183）
国家重点研发计划(2021YFE0205400) （2021YFE0205400）
福建省自然科学基金资助项目(2023J01140) （2023J01140）
福建省泉州市科技计划重点项目(2023C007R) （2023C007R）
