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Action Recognition On H2O 2 Hands And Objects

评估指标

Actions Top-1

Hand Pose

Object Label

Object Pose

RGB

评测结果

各个模型在此基准测试上的表现结果

模型名称	Actions Top-1	Hand Pose	Object Label	Object Pose	RGB	Paper Title	Repository
RGBPoseConv3D	83.47	2D	No	No	Yes	Revisiting Skeleton-based Action Recognition	-
MS-G3D	50.83	3D	No	No	No	Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition	-
SHARP	91.73	3D	Yes	2D	No	SHARP: Segmentation of Hands and Arms by Range using Pseudo-Depth for Enhanced Egocentric 3D Hand Pose Estimation and Action Recognition	-
HTT	86.36	3D (est.)	Yes (est.)	No	Yes	Hierarchical Temporal Transformer for 3D Hand Pose Estimation and Action Recognition from Egocentric RGB Videos	-
ISTA-Net	89.09	3D	No	Yes	No	Interactive Spatiotemporal Token Attention Network for Skeleton-based General Interactive Action Recognition	-
TA-GCN	79.25	3D	No	Yes	No	H2O: Two Hands Manipulating Objects for First Person Interaction Recognition	-
H2OTR	90.90	3D (est.)	Yes (est.)	Yes (est.)	Yes	Transformer-Based Unified Recognition of Two Hands Manipulating Objects
SlowFast	77.69	No	No	No	Yes	SlowFast Networks for Video Recognition	-
ST-GCN	73.86	3D	No	Yes	No	Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition	-
EffHandEgoNet	91.32	2D	Yes	2D	No	In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action Recognition	-
HandFormer-B/21x8	93.39	3D	No	No	Yes	On the Utility of 3D Hand Poses for Action Recognition	-

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Action Recognition On H2O 2 Hands And Objects | SOTA | HyperAI超神经