Skeleton Based Action Recognition On Kinetics

评估指标

Accuracy

评测结果

各个模型在此基准测试上的表现结果

模型名称	Accuracy	Paper Title	Repository
ProtoGCN	51.9	Revealing Key Details to See Differences: A Novel Prototypical Perspective for Skeleton-based Action Recognition	-
ST-TR-agcn	37.4	Skeleton-based Action Recognition via Spatial and Temporal Transformer Networks	-
ST-GCN (2-stream)	34.4	Continual Spatio-Temporal Graph Convolutional Networks	-
CGCN	37.5	Unifying Graph Embedding Features with Graph Convolutional Networks for Skeleton-based Action Recognition	-
CoST-GCN* (1-stream)	30.2	Continual Spatio-Temporal Graph Convolutional Networks	-
Structured Keypoint Pooling (PPNv2 skeletons+objects)	52.3	Unified Keypoint-based Action Recognition Framework via Structured Keypoint Pooling	-
CoAGCN* (1-stream)	23.3	Continual Spatio-Temporal Graph Convolutional Networks	-
SLnL-rFA	36.6	Skeleton-Based Action Recognition with Synchronous Local and Non-local Spatio-temporal Learning and Frequency Attention	-
ST-GR	33.6	Spatiotemporal graph routing for skeleton-based action recognition	-
DualHead-Net	38.4	Learning Multi-Granular Spatio-Temporal Graph Network for Skeleton-based Action Recognition	-
Dynamic GCN	37.9	Dynamic GCN: Context-enriched Topology Learning for Skeleton-based Action Recognition	-
CoST-GCN* (2-stream)	32.2	Continual Spatio-Temporal Graph Convolutional Networks	-
MS-G3D	38.0	Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition	-
JB-AAGCN	37.4	Skeleton-Based Action Recognition with Multi-Stream Adaptive Graph Convolutional Networks	-
AS-GCN	34.8	Actional-Structural Graph Convolutional Networks for Skeleton-based Action Recognition	-
DGNN	36.9	Skeleton-Based Action Recognition With Directed Graph Neural Networks	-
CoS-TR* (1-stream)	27.4	Continual Spatio-Temporal Graph Convolutional Networks	-
CoAGCN (1-stream)	33	Continual Spatio-Temporal Graph Convolutional Networks	-
2s-AGCN+TEM	38.6	Temporal Extension Module for Skeleton-Based Action Recognition	-
HD-GCN	40.9	Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition	-

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