Action Recognition on H2O (2 Hands and Objects)

Metric: Actions Top-1 (higher is better)

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#	Model↕	Actions Top-1▼	Extra Data	Paper	Date↕	Code
1	HandFormer-B/21x8	93.39	No	On the Utility of 3D Hand Poses for Action Recog...	2024-03-14	Code
2	SHARP	91.73	No	SHARP: Segmentation of Hands and Arms by Range u...	2024-08-19	Code
3	EffHandEgoNet	91.32	No	In My Perspective, In My Hands: Accurate Egocent...	2024-04-14	Code
4	H2OTR	90.9	No	-	-	Code
5	ISTA-Net	89.09	No	Interactive Spatiotemporal Token Attention Netwo...	2023-07-14	Code
6	HTT	86.36	No	Hierarchical Temporal Transformer for 3D Hand Po...	2022-09-20	Code
7	RGBPoseConv3D	83.47	No	Revisiting Skeleton-based Action Recognition	2021-04-28	Code
8	TA-GCN	79.25	No	H2O: Two Hands Manipulating Objects for First Pe...	2021-04-22	-
9	SlowFast	77.69	No	SlowFast Networks for Video Recognition	2018-12-10	Code
10	ST-GCN	73.86	No	Spatial Temporal Graph Convolutional Networks fo...	2018-01-23	Code
11	MS-G3D	50.83	No	Disentangling and Unifying Graph Convolutions fo...	2020-03-31	Code

#1HandFormer-B/21x8SOTA
93.39
Actions Top-1· 2024-03-14
On the Utility of 3D Hand Poses for Action Recognition Code
#2SHARP
91.73
Actions Top-1· 2024-08-19
SHARP: Segmentation of Hands and Arms by Range using Pseudo-Depth for Enhanced Egocentric 3D Hand Pose Estimation and Action Recognition Code
#3EffHandEgoNet
91.32
Actions Top-1· 2024-04-14
In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action Recognition Code
#4H2OTR
90.9
Actions Top-1
No paperCode
#5ISTA-NetSOTA
89.09
Actions Top-1· 2023-07-14
Interactive Spatiotemporal Token Attention Network for Skeleton-based General Interactive Action Recognition Code
#6HTTSOTA
86.36
Actions Top-1· 2022-09-20
Hierarchical Temporal Transformer for 3D Hand Pose Estimation and Action Recognition from Egocentric RGB Videos Code
#7RGBPoseConv3DSOTA
83.47
Actions Top-1· 2021-04-28
Revisiting Skeleton-based Action Recognition Code
#8TA-GCNSOTA
79.25
Actions Top-1· 2021-04-22
H2O: Two Hands Manipulating Objects for First Person Interaction Recognition
#9SlowFastSOTA
77.69
Actions Top-1· 2018-12-10
SlowFast Networks for Video Recognition Code
#10ST-GCNSOTA
73.86
Actions Top-1· 2018-01-23
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition Code
#11MS-G3D
50.83
Actions Top-1· 2020-03-31
Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition Code