Skeleton-Based Action Recognition with Synchronous Local and Non-local Spatio-temporal Learning and Frequency Attention

10 Nov 2018Guyue HuBo CuiShan Yu

Benefiting from its succinctness and robustness, skeleton-based action recognition has recently attracted much attention. Most existing methods utilize local networks (e.g., recurrent, convolutional, and graph convolutional networks) to extract spatio-temporal dynamics hierarchically... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Skeleton Based Action Recognition Kinetics-Skeleton dataset SLnL-rFA Accuracy 36.6 # 8
Skeleton Based Action Recognition NTU RGB+D SLnL-rFA Accuracy (CV) 94.9 # 12
Accuracy (CS) 89.1 # 13

Methods used in the Paper