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cs.CV2025
Learning Adaptive Node Selection with External Attention for Human Interaction Recognition
Chen Pang, Xuequan Lu, Qianyu Zhou +1
Most GCN-based methods model interacting individuals as independent graphs, neglecting their inherent inter-dependencies. Although recent approaches utilize predefined interaction…
cs.CV2024
Understanding the Role of Pathways in a Deep Neural Network
Lei Lyu, Chen Pang, Jihua Wang
Deep neural networks have demonstrated superior performance in artificial intelligence applications, but the opaqueness of their inner working mechanism is one major drawback in th…
cs.CV2023★ 1 cited
Skeleton-based Action Recognition through Contrasting Two-Stream Spatial-Temporal Networks
Chen Pang, Xuequan Lu, Lei Lyu
For pursuing accurate skeleton-based action recognition, most prior methods use the strategy of combining Graph Convolution Networks (GCNs) with attention-based methods in a serial…