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SOTA
骨格ベースの行動認識
Skeleton Based Action Recognition On Kinetics
Skeleton Based Action Recognition On Kinetics
評価指標
Accuracy
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
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
0 of 42 row(s) selected.
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