2023
DOI: 10.1109/access.2023.3279314
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Research on Siamese Object Tracking Algorithm Based on Knowledge Distillation in Marine Environment

Abstract: Siamese networks have gained considerable attention for object tracking due to their balance of speed and accuracy. However, existing Siamese tracking algorithms have been too rigid in their predictions of bounding box tags and lack uncertainty estimation, resulting in poor tracking performance in marine environments, particularly those with waves. To improve the effectiveness of trackers in marine environments, this study proposes a Siamese distillation network. First, to address the issue that the presence o… Show more

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“…Visual Object Tracking (VOT), which entails accurately locating a specified target within successive video frames, stands as one of the significant research directions in the field of computer vision 错误! 未找到引用源。, [1], [2]. Recently, due to the outstanding performance of Siamesebased trackers [4], [5], [6], [7], [8], they have gradually become the mains-tream model for single object tracking research.…”
Section: Introductionmentioning
confidence: 99%
“…Visual Object Tracking (VOT), which entails accurately locating a specified target within successive video frames, stands as one of the significant research directions in the field of computer vision 错误! 未找到引用源。, [1], [2]. Recently, due to the outstanding performance of Siamesebased trackers [4], [5], [6], [7], [8], they have gradually become the mains-tream model for single object tracking research.…”
Section: Introductionmentioning
confidence: 99%