Activity Recognition on Assembly101

Metric: Object Top-1 (higher is better)

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#	Model↕	Object Top-1▼	Extra Data	Paper	Date↕	Code
1	HandFormer-B/21	51.17	No	On the Utility of 3D Hand Poses for Action Recog...	2024-03-14	Code
2	TSM	47.45	No	TSM: Temporal Shift Module for Efficient Video U...	2018-11-20	Code
3	RGBPoseConv3D	42.9	No	Revisiting Skeleton-based Action Recognition	2021-04-28	Code
4	MS-G3D	36.3	No	Disentangling and Unifying Graph Convolutions fo...	2020-03-31	Code
5	2s-AGCN	33.8	No	Two-Stream Adaptive Graph Convolutional Networks...	2018-05-20	Code
6	ISTA-Net	31.69	No	Interactive Spatiotemporal Token Attention Netwo...	2023-07-14	Code

#1HandFormer-B/21SOTA
51.17
Object Top-1· 2024-03-14
On the Utility of 3D Hand Poses for Action Recognition Code
#2TSMSOTA
47.45
Object Top-1· 2018-11-20
TSM: Temporal Shift Module for Efficient Video Understanding Code
#3RGBPoseConv3D
42.9
Object Top-1· 2021-04-28
Revisiting Skeleton-based Action Recognition Code
#4MS-G3D
36.3
Object Top-1· 2020-03-31
Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition Code
#52s-AGCNSOTA
33.8
Object Top-1· 2018-05-20
Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition Code
#6ISTA-Net
31.69
Object Top-1· 2023-07-14
Interactive Spatiotemporal Token Attention Network for Skeleton-based General Interactive Action Recognition Code