Skeleton Based Action Recognition on SYSU 3D

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Accuracy

Rank	Model	Accuracy	Paper	Code	Year
1	SGN	86.9%	Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition	microsoft/SGN · urw7rs/torch_skeleton	2019
2	VA-fusion (aug.)	86.7%	View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition	microsoft/View-Adaptive-Neural-Networks-for-Skeleton-based-Human-Action-Recognition · iamjeff7/j-va-aagcn	2018
3	EleAtt-GRU (aug.)	85.7%	EleAtt-RNN: Adding Attentiveness to Neurons in Recurrent Neural Networks		2019
4	Local+LGN	83.14%	Learning Latent Global Network for Skeleton-based Action Prediction		2019
5	Complete GR-GCN	77.9%	Optimized Skeleton-based Action Recognition via Sparsified Graph Regression		2018
6	VA-LSTM	77.5%	View Adaptive Recurrent Neural Networks for High Performance Human Action Recognition from Skeleton Data	microsoft/View-Adaptive-Neural-Networks-for-Skeleton-based-Human-Action-Recognition	2017
7	DPRL	76.9%	Deep Progressive Reinforcement Learning for Skeleton-Based Action Recognition		2018
8	Dynamic Skeletons	75.5%	Jointly learning heterogeneous features for rgb-d activity recognition		2016
9	ST-LSTM (Tree)	73.4%	Skeleton-Based Action Recognition Using Spatio-Temporal LSTM Network with Trust Gates		2017
10	SGN	86.9%	Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition	microsoft/SGN · urw7rs/torch_skeleton	2019
11	VA-fusion (aug.)	86.7%	View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition	microsoft/View-Adaptive-Neural-Networks-for-Skeleton-based-Human-Action-Recognition · iamjeff7/j-va-aagcn	2018
12	EleAtt-GRU (aug.)	85.7%	EleAtt-RNN: Adding Attentiveness to Neurons in Recurrent Neural Networks		2019
13	Local+LGN	83.14%	Learning Latent Global Network for Skeleton-based Action Prediction		2019
14	Complete GR-GCN	77.9%	Optimized Skeleton-based Action Recognition via Sparsified Graph Regression		2018
15	VA-LSTM	77.5%	View Adaptive Recurrent Neural Networks for High Performance Human Action Recognition from Skeleton Data	microsoft/View-Adaptive-Neural-Networks-for-Skeleton-based-Human-Action-Recognition	2017
16	DPRL	76.9%	Deep Progressive Reinforcement Learning for Skeleton-Based Action Recognition		2018
17	Dynamic Skeletons	75.5%	Jointly learning heterogeneous features for rgb-d activity recognition		2016
18	ST-LSTM (Tree)	73.4%	Skeleton-Based Action Recognition Using Spatio-Temporal LSTM Network with Trust Gates		2017
19	SGN	86.9%	Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition	microsoft/SGN · urw7rs/torch_skeleton	2019
20	VA-fusion (aug.)	86.7%	View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition	microsoft/View-Adaptive-Neural-Networks-for-Skeleton-based-Human-Action-Recognition · iamjeff7/j-va-aagcn	2018