Activity Recognition on Assembly101

Metric: Actions Top-1 (higher is better)

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#	Model↕	Actions Top-1▼	Extra Data	Paper	Date↕	Code
1	HandFormer-B/21	41.06	No	On the Utility of 3D Hand Poses for Action Recog...	2024-03-14	Code
2	TSM	35.27	No	TSM: Temporal Shift Module for Efficient Video U...	2018-11-20	Code
3	RGBPoseConv3D	33.61	No	Revisiting Skeleton-based Action Recognition	2021-04-28	Code
4	MS-G3D	28.7	No	Disentangling and Unifying Graph Convolutions fo...	2020-03-31	Code
5	ISTA-Net	28.07	No	Interactive Spatiotemporal Token Attention Netwo...	2023-07-14	Code
6	CHASE(CTR-GCN)	28.03	No	CHASE: Learning Convex Hull Adaptive Shift for S...	2024-10-09	Code
7	2s-AGCN	26.7	No	Two-Stream Adaptive Graph Convolutional Networks...	2018-05-20	Code

#1HandFormer-B/21SOTA
41.06
Actions Top-1· 2024-03-14
On the Utility of 3D Hand Poses for Action Recognition Code
#2TSMSOTA
35.27
Actions Top-1· 2018-11-20
TSM: Temporal Shift Module for Efficient Video Understanding Code
#3RGBPoseConv3D
33.61
Actions Top-1· 2021-04-28
Revisiting Skeleton-based Action Recognition Code
#4MS-G3D
28.7
Actions Top-1· 2020-03-31
Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition Code
#5ISTA-Net
28.07
Actions Top-1· 2023-07-14
Interactive Spatiotemporal Token Attention Network for Skeleton-based General Interactive Action Recognition Code
#6CHASE(CTR-GCN)
28.03
Actions Top-1· 2024-10-09
CHASE: Learning Convex Hull Adaptive Shift for Skeleton-based Multi-Entity Action Recognition Code
#72s-AGCNSOTA
26.7
Actions Top-1· 2018-05-20
Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition Code