Action Recognition on NTU-60 (xview)
98.8AccuracyProtoGCN
Evaluation results
| Method | Links | |
|---|---|---|
| ProtoGCNCategory=Skeleton, Add. Anno.=✗, Params (M)=24.9, FLOPs (G)=36.9, Clips=102026.04 | 98.8 | |
| E2E-GNetCategory=Deep Riemannian, Params (M)=0.93, FLOPs (G)=0.012026.03 | 98.6 | |
| KShapeNetCategory=Deep Riemannian, Venue=ICCV 2021, Params (M)=0.93, FLOPs (G)=0.012026.03 | 98.5 | |
| ST-GCN++Category=Skeleton, Add. Anno.=✗, Params (M)=5.6, FLOPs (G)=11.2, Clips=102026.04 | 98.5 | |
| CTR-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=5.7, FLOPs (G)=7.8, Clips=102026.04 | 98.4 | |
| ST-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=12.3, FLOPs (G)=15.3, Clips=102026.04 | 98.3 | |
| MS-G3DCategory=Skeleton, Add. Anno.=✗, Params (M)=11.8, FLOPs (G)=27.4, Clips=102026.04 | 98.3 | |
| AA-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=15.0, FLOPs (G)=17.4, Clips=102026.04 | 98.2 | |
| BlockGCNCategory=Skeleton, Add. Anno.=✗, Params (M)=5.2, FLOPs (G)=8.4, Clips=102026.04 | 98.2 | |
| SBFConv3DCategory=Skl+SBF(J+L), Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=32.4, Clips=102026.04 | 98.1 | |
| SBFConv3DCategory=Skl+SBF(J), Add. Anno.=✗, Params (M)=2.0, FLOPs (G)=16.2, Clips=102026.04 | 98 | |
| SBFConv3DCategory=Skl+SBF(J+L), Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=32.4, Clips=12026.04 | 97.9 | |
| ProtoGCNCategory=Graph Convolution, Venue=CVPR 20252026.03 | 97.8 | |
| SkateFormerCategory=Transformer/ Graph Transformer, Venue=ECCV 2024, Params (M)=2.03, FLOPs (G)=3.622026.03 | 97.8 | |
| AutoregAd-HGformerCategory=HyperGraph Transformer, Venue=WACV 2025, Params (M)=3.20, FLOPs (G)=15.42026.03 | 97.8 | |
| SBFConv3DCategory=Skl+SBF(J), Add. Anno.=✗, Params (M)=2.0, FLOPs (G)=16.2, Clips=12026.04 | 97.8 | |
| ProtoGCNSupervision Type=Supervised, Publication=CVPR 20252026.04 | 97.8 | |
| 3s-S2IEnsemble=3-stream, Protocol=Fine-tuned2026.03 | 97.7 | |
| DS-GCNCategory=Graph Convolution, Venue=AAAI 20242026.03 | 97.5 | |
| MAMSCategory=Transformer/ Graph Transformer, Venue=ICCV 20232026.03 | 97.5 | |
| JT-GraphFormerCategory=Transformer/ Graph Transformer, Venue=AAAI 20242026.03 | 97.5 | |
| MAMPProtocol=Fine-tuned2026.03 | 97.5 | |
| JT-GraphFormerSupervision Type=Supervised, Publication=AAAI 20242026.04 | 97.5 | |
| DS-GCNSupervision Type=Supervised, Publication=AAAI 20242026.04 | 97.5 | |
| PYSKLCategory=Graph Convolution, Venue=ACM MM 2022, Params (M)=1.39, FLOPs (G)=2.802026.03 | 97.4 | |
| FreqMixFormerCategory=Transformer/ Graph Transformer, Venue=ACM MM 2024, Params (M)=2.04, FLOPs (G)=2.402026.03 | 97.4 | |
| AdaptiveHGCNCategory=HyperGraph Convolution, Venue=ICCV 2025, Params (M)=1.10, FLOPs (G)=1.632026.03 | 97.4 | |
| DeGCNParams (M)=5.62026.03 | 97.4 | |
| SkateFormerParams (M)=2.0, Flops (G)=3.62026.03 | 97.4 | |
| FreqMixFormerParams (M)=2.0, Flops (G)=64.42026.03 | 97.4 | |
| MacDiffProtocol=Fine-tuned2026.03 | 97.3 | |
| + UKTLarchitecture=Tensor-based, backbone=MLP + HoT2026.03 | 97.3 | |
| NDMHICSupervision Type=Supervised, Publication=AAAI 20252026.04 | 97.3 | |
| HD-GCNCategory=Graph Convolution, Venue=ICCV 2023, Params (M)=1.68, FLOPs (G)=1.602026.03 | 97.2 | |
| KGS-GCNParams (M)=1.4, Flops (G)=1.32026.03 | 97.2 | |
| HD-GCNSupervision Type=Supervised, Publication=ICCV 2023, FLOPs/G=7.082026.04 | 97.2 | |
| VA-VRSupervision Type=Supervised, Publication=AAAI 20252026.04 | 97.2 | |
| InfoGCNCategory=Graph Convolution, Venue=CVPR 2022, Params (M)=1.60, FLOPs (G)=1.842026.03 | 97.1 | |
| SkeletonGCLCategory=Graph Convolution, Venue=ICLR 20232026.03 | 97.1 | |
| SkeMixFormerParams (M)=2.1, Flops (G)=4.82026.03 | 97.1 | |
| DSDC-GCNarchitecture=Graph-based2026.03 | 97.1 | |
| + KTLarchitecture=Tensor-based, backbone=MLP + HoT2026.03 | 97.1 | |
| PoseConv3DCategory=Skeleton, Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=31.6, Clips=102026.04 | 97.1 | |
| SkeletonGCLSupervision Type=Supervised, Publication=ICLR 20232026.04 | 97.1 | |
| GAPCategory=Graph Convolution, Venue=ICCV 20232026.03 | 97 | |
| BlockGCNCategory=Graph Convolution, Venue=CVPR 2024, Params (M)=1.30, FLOPs (G)=1.632026.03 | 97 | |
| BlockGCNParams (M)=1.3, Flops (G)=1.62026.03 | 97 | |
| TranSkeletonParams (M)=2.2, Flops (G)=9.22026.03 | 97 | |
| GAPSupervision Type=Supervised, Publication=ICCV 20232026.04 | 97 | |
| BlockGCNSupervision Type=Supervised, Publication=CVPR 2024, FLOPs/G=6.522026.04 | 97 | |
| BlockGCN2024.03 | 97 | |
| CTR-GCNCategory=Graph Convolution, Venue=ICCV 2021, Params (M)=1.46, FLOPs (G)=1.972026.03 | 96.8 | |
| FR HeadCategory=Graph Convolution, Venue=CVPR 2023, Params (M)=1.992026.03 | 96.8 | |
| DST-HCNCategory=HyperGraph Convolution, Venue=ICME 2023, Params (M)=2.93, FLOPs (G)=3.502026.03 | 96.8 | |
| FRHeadParams (M)=2.02026.03 | 96.8 | |
| STSTarchitecture=Transformer-based2026.03 | 96.8 | |
| + KPCA (baseline)architecture=Tensor-based, backbone=MLP + HoT2026.03 | 96.8 | |
| + TPCA (baseline)architecture=Tensor-based, backbone=MLP + HoT2026.03 | 96.8 | |
| FR-HeadSupervision Type=Supervised, Publication=CVPR 20232026.04 | 96.8 | |
| CTR-GCN2024.03 | 96.8 | |
| FR-Head2024.03 | 96.8 | |
| SPIANet2024.03 | 96.8 | |
| FG-STFormerCategory=Transformer/ Graph Transformer, Venue=ACCV 20222026.03 | 96.7 | |
| S2IProtocol=Fine-tuned2026.03 | 96.7 | |
| InfoGCNParams (M)=1.6, Flops (G)=1.82026.03 | 96.7 | |
| CTR-GCNarchitecture=Graph-based2026.03 | 96.7 | |
| FD-GCNarchitecture=Graph-based2026.03 | 96.7 | |
| SD-HGCNarchitecture=Hypergraph-based2026.03 | 96.7 | |
| MTTarchitecture=Transformer-based2026.03 | 96.7 | |
| FD-GCN2024.03 | 96.7 | |
| GCN-DevLSTMJoint=true, Bone=true, Line=true, Joint motion=true, Bone motion=true2024.03 | 96.7 | |
| MST-GCNCategory=Graph Convolution, Venue=AAAI 2021, Params (M)=3.102026.03 | 96.6 | |
| DC-GCN+ADGCategory=HyperGraph Convolution, Venue=ECCV 2020, FLOPs (G)=16.202026.03 | 96.6 | |
| Selective-HCNarchitecture=Hypergraph-based2026.03 | 96.6 | |
| 4s-GSTNarchitecture=Transformer-based2026.03 | 96.6 | |
| PoseConv3DCategory=Skeleton, Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=31.6, Clips=12026.04 | 96.6 | |
| Ours (2D)Supervision Type=Unsupervised, FLOPs/G=3.46, Format=2D2026.04 | 96.6 | |
| GCN-DevLSTMJoint=true, Bone=true, Line=true, Joint motion=true2024.03 | 96.6 | |
| IGFormerCategory=Transformer/ Graph Transformer, Venue=ECCV 20222026.03 | 96.5 | |
| HyperformerCategory=HyperGraph Transformer, Venue=ArXiv 2022, Params (M)=2.6, FLOPs (G)=14.82026.03 | 96.5 | |
| HyperformerParams (M)=2.7, Flops (G)=9.62026.03 | 96.5 | |
| Shift-GCNarchitecture=Graph-based2026.03 | 96.5 | |
| SSLarchitecture=Graph-based2026.03 | 96.5 | |
| MSICategory=Skl+Obj, Add. Anno.=✓2026.04 | 96.5 | |
| Shift-GCN2024.03 | 96.5 | |
| ViAProtocol=Fine-tuned2026.03 | 96.4 | |
| CTR-GCNParams (M)=1.5, Flops (G)=2.02026.03 | 96.4 | |
| Sym-GNNarchitecture=Graph-based2026.03 | 96.4 | |
| GCN-DevLSTMJoint=true, Bone=true2024.03 | 96.4 | |
| GeomNetCategory=Deep Riemannian, Venue=ICCV 20212026.03 | 96.3 | |
| MCCProtocol=Fine-tuned2026.03 | 96.3 | |
| ST-TRParams (M)=12.1, Flops (G)=259.42026.03 | 96.3 | |
| ST-TRarchitecture=Transformer-based2026.03 | 96.3 | |
| CTR-GCN(J+B)2024.03 | 96.3 | |
| MS-G3DCategory=Graph Convolution, Venue=CVPR 2020, Params (M)=3.17, FLOPs (G)=10.272026.03 | 96.2 | |
| MS-G3DParams (M)=2.8, Flops (G)=5.22026.03 | 96.2 | |
| MS-G3Darchitecture=Graph-based2026.03 | 96.2 | |
| EfficientGCN2024.03 | 96.1 | |
| DHGCNarchitecture=Hypergraph-based2026.03 | 96 | |
| Backbonearchitecture=Tensor-based, backbone=MLP + HoT2026.03 | 95.8 |