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ResearchFormerly WizWand

Skeleton-based Action Recognition on NTU-60 (X-view)

98.7Accuracy3Mformer
79.4684.45589.4594.445Jul 12, 2018Nov 5, 2019Mar 1, 2021Jun 25, 2022Oct 20, 2023Feb 12, 2025Jun 9, 2026
Updated 4mo ago

Evaluation results

MethodLinks
3MformerPooling strategy=rank-pool, Method Category=Transformer-based2023.0398.7
3MformerPooling strategy=attn-pool, Method Category=Transformer-based2023.0398.5
3MformerPooling strategy=tri-pool, Method Category=Transformer-based2023.0398.5
ST-GCN++2023.0498.3
JOLO-GCNModality=S2021.1098.1
TSGCNeXt2023.0497.82
3MformerPooling strategy=max-pool, Method Category=Transformer-based2023.0397.8
STGAT2023.0497.3
3MformerPooling strategy=avg-pool, Method Category=Transformer-based2023.0397.3
HD-GCN2023.0497.2
PoseC3D2023.0497.1
InfoGCNVenue=CVPR'22, Method Category=Graph-based2023.0397.1
PoseConv3DVenue=CVPR'22, Method Category=Graph-based2023.0397.1
TCA-GCN2023.0497
LST2023.0497
ST-GCN++ (4s)Conference=CVPR2022, Streams=4s2023.0497
TSGCNeXt (new4s)Streams=4s2023.0496.98
TSGCNeXt (2s)Streams=2s2023.0496.87
CTR-GCNConference=ICCV20212023.0496.8
CTR-GCNVenue=ICCV'21, Method Category=Graph-based2023.0396.8
STSTVenue=ACM MM'21, Method Category=Transformer-based2023.0396.8
PSUMNet2023.0496.7
ST-GCN++ (2s)Conference=CVPR2022, Streams=2s2023.0496.7
SD-HGCNVenue=ICONIP'21, Method Category=Hypergraph-based2023.0396.7
MTTVenue=LSP'21, Method Category=Transformer-based2023.0396.7
DC-GCN+ADGConference=ECCV202023.0496.6
DropGraphModality=S2021.1096.6
Selective-HCNVenue=ICMR'22, Method Category=Hypergraph-based2023.0396.6
4s-GSTNVenue=Symmetry'22, Method Category=Transformer-based2023.0396.6
Shift-GCNConference=CVPR202023.0496.5
4s Shift-GCNBones=true2020.0896.5
Shift-GCNVenue=CVPR'20, Method Category=Graph-based2023.0396.5
Sym-GNNVenue=TPAMI'22, Method Category=Graph-based2023.0396.4
ST-TR-agcnBones=true2020.0896.3
ST-TRVenue=CVIU'21, Method Category=Transformer-based2023.0396.3
MS-G3DConference=CVPR202023.0496.2
MS-G3D NetModality=Joint + Bone fusion2020.0396.2
MS-G3DBones=true2020.0896.2
MS-G3DVenue=CVPR'20, Method Category=Graph-based2023.0396.2
TSGCNeXt (1s)Streams=1s2023.0496.18
DGNNConference=CVPR192023.0496.1
EfficientGCNConference=TPAMI222023.0496.1
DGNN2020.0396.1
DGNNBones=true2020.0896.1
ST-TRBones=true2020.0896.1
PA-ResGCN-B19Conference=ACMMM202023.0496
Dynamic-GCNConference=ACMMM202023.0496
2s Shift-GCNBones=true2020.0896
DHGCNVenue=CoRR'21, Method Category=Hypergraph-based2023.0396
ST-TR-agcnBones=false2020.0895.8
NAS-GCNVenue=AAAI'20, Method Category=Graph-based2023.0395.7
Hyper-GNNVenue=TIP'21, Method Category=Hypergraph-based2023.0395.7
ST-GCN++ (1s)Conference=CVPR2022, Streams=1s2023.0495.6
ST-TRBones=false2020.0895.6
DGNN (1s)Conference=CVPR19, Streams=1s2023.0495.5
MS-G3D (1s)Conference=CVPR20, Streams=1s2023.0495.3
MS-G3D NetModality=Bone Only2020.0395.3
2s-AGCNConference=CVPR19, Streams=2s2023.0495.1
Shift-GCN (1s)Conference=CVPR20, Streams=1s2023.0495.1
2s-AGCN2020.0395.1
1s Shift-GCNBones=false2020.0895.1
2s-AGCNBones=true2020.0895.1
2S-AGCNVenue=CVPR'19, Method Category=Graph-based2023.0395.1
AGC-LSTM2020.0395
MS-G3D NetModality=Joint Only2020.0395
AGC-LSTMBones=false2020.0895
GR-GCN2020.0394.3
AS-GCNConference=CVPR192023.0494.2
AS-GCN2020.0394.2
AS-GCNBones=false2020.0894.2
AS-GCNVenue=CVPR'19, Method Category=Graph-based2023.0394.2
1s-AGCNBones=false2020.0893.7
SANBones=false2020.0892.7
ST-GR2020.0392.3
AMRPatches=125, FLOPs=3.8G, Hours=3.7h, Speedup=8.1×, Protocol=linear evaluation protocol2026.0692.3
GFPPatches=251, FLOPs=4.1G, Hours=4.9h, Speedup=6.1×, Protocol=linear evaluation protocol2026.0692
HCN2020.0391.1
NAT w/ ConPatches=750, FLOPs=32.8G, Hours=46.6h, Speedup=0.6×, Protocol=linear evaluation protocol2026.0691
S-JEPAPatches=750, FLOPs=32.8G, Hours=139.8h, Speedup=0.2×, Protocol=linear evaluation protocol2026.0689.8
MAMPPatches=750, FLOPs=13.7G, Hours=29.9h, Speedup=1×, Protocol=linear evaluation protocol2026.0689.1
EleAtt-GRUData Augmentation=rotating skeleton sequences2018.0788.4
ST-GCNConference=AAAI182023.0488.3
ST-GCNBones=false2020.0888.3
ST-GCNVenue=AAAI'18, Method Category=Graph-based2023.0388.3
IndRNN2020.0388
VA-LSTMBones=false2020.0887.6
VA-LSTM2018.0787.2
EleAtt-GRU2018.0787.1
Clips + CNN + MTLN2018.0784.8
GL-TransformerEvaluation Protocol=Linear2026.0183.8
GL-TransformerEvaluation Protocol=Linear2026.0183.8
3s-CrosSCLREvaluation Protocol=Linear2026.0183.4
3s-CrosSCLREvaluation Protocol=Linear2026.0183.4
URNN-2L-T2018.0783.2
GCA-LSTM2018.0782.8
MCAE-MP (1-NN)Modality=S, Classifier=1-NN2021.1082.4
Baseline-GRULayers=32018.0781.5
STA-LSTM2018.0781.2
STA-LSTMBones=false2020.0881.2
Variational Contrastive Learning (VCL)Evaluation Protocol=Linear, Backbone=ST-GCN2026.0180.2