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From temporal thumbnail to semantics: Debiasing multi-view action recognition

delete2026-01-08
delete0
PRE
AI
W
Wei Feng
Z
Zixian Zhu
W
Wenxuan Liu
王旭 封面图
王旭 (Xu Wang)
刘冰艺 封面图
刘冰艺 (Bingyi Liu)
X
Xiaohan Yu
X
Xian Zhong
DOI：10.1016/j.patcog.2026.113055delete
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摘要

摘要

En 中文
• 将静态偏差和语义视角偏差识别为多视角动作识别中的两个关键挑战。 • 引入时序快照模块以增强运动建模并抑制静态线索。 • 提出基于Mamba的语义融合方法，结合Dirichlet引导的不确定性加权，实现平衡的多视角整合。 • 在仅使用RGB数据的情况下达到当前最佳性能，在N-UCLA数据集上达到97.0%，在NTU-RGB+D数据集上达到96.7%。 • 展示了高效率特性，仅需1.35小时训练时间和25.4百万参数，支持资源受限环境下的部署。

期刊

Pattern Recognition 封面图
Pattern Recognition
IF:
7.6
论文数:
1.3W
被引数:
4.5W

机构

M
Macquarie University
学者数:
1.2W
论文数: 1.5W
被引数: 2.2W
P
peking university
学者数:
11.9W
论文数: 8.7W
被引数: 146
W
Wuhan University of Technology
学者数:
3.4W
论文数: 2.4W
被引数: 4.4W
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引用论文

引用论文

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