Skeleton-based Action Recognition on NTU-60 (X-sub)
94.8Accuracy3Mformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| 3MformerPooling strategy=rank-pool, Method Category=Transformer-based2023.03 | 94.8 | — | — | |
| Hulk-FTBackbone=ViT-L, Category=Generalist, Fine-tuned=true2023.12 | 94.3 | — | — | |
| Hulk-FTBackbone=ViT-L, Evaluation Protocol=Fine-tuned2023.12 | 94.3 | — | — | |
| 3MformerPooling strategy=attn-pool, Method Category=Transformer-based2023.03 | 94.2 | — | — | |
| HulkBackbone=ViT-L, Category=Generalist, Fine-tuned=false2023.12 | 94.1 | — | — | |
| HulkBackbone=ViT-L, Evaluation Protocol=Zero-shot/Prompting2023.12 | 94.1 | — | — | |
| PoseConv3DVenue=CVPR'22, Method Category=Graph-based2023.03 | 94.1 | — | — | |
| Hulk-FTBackbone=ViT-B, Category=Generalist, Fine-tuned=true2023.12 | 94 | — | — | |
| Hulk-FTBackbone=ViT-B, Evaluation Protocol=Fine-tuned2023.12 | 94 | — | — | |
| 3MformerPooling strategy=tri-pool, Method Category=Transformer-based2023.03 | 94 | — | — | |
| HulkBackbone=ViT-B, Category=Generalist, Fine-tuned=false2023.12 | 93.8 | — | — | |
| HulkBackbone=ViT-B, Evaluation Protocol=Zero-shot/Prompting2023.12 | 93.8 | — | — | |
| JOLO-GCNModality=S2021.10 | 93.8 | — | — | |
| PoseC3DEvaluation Protocol=fully supervised2023.08 | 93.7 | — | — | |
| PoseConv3DBackbone=CNN, Category=Specialist2023.12 | 93.1 | — | — | |
| PoseConv3DBackbone=CNN2023.12 | 93.1 | — | — | |
| CTR-GCN* w/SkeletonGCLModality=4S2023.01 | 93.1 | — | — | |
| MAMPEvaluation Protocol=fully supervised, Multi-stream ensembling=false2023.08 | 93.1 | — | — | |
| MotionBERTBackbone=DSTformer, Category=Pretraining2023.12 | 93 | — | — | |
| MotionBERTBackbone=DSTformer2023.12 | 93 | — | — | |
| InfoGCNVenue=CVPR'22, Method Category=Graph-based2023.03 | 93 | — | — | |
| InfoGCNEvaluation Protocol=fully supervised2023.08 | 93 | — | — | |
| InfoGCN* w/SkeletonGCLModality=4S2023.01 | 92.8 | — | — | |
| CTR-GCNModality=4S2023.01 | 92.7 | — | — | |
| InfoGCNModality=4S2023.01 | 92.7 | — | — | |
| CTR-GCN* w/SkeletonGCLModality=J+B2023.01 | 92.6 | — | — | |
| CTR-GCNBackbone=GCN, Category=Specialist2023.12 | 92.4 | — | — | |
| CTR-GCNBackbone=GCN2023.12 | 92.4 | — | — | |
| CTR-GCNVenue=ICCV'21, Method Category=Graph-based2023.03 | 92.4 | — | — | |
| CTR-GCN*Modality=4S2023.01 | 92.4 | — | — | |
| CTR-CGNEvaluation Protocol=fully supervised2023.08 | 92.4 | — | — | |
| InfoGCN*Modality=4S2023.01 | 92.3 | — | — | |
| 2S-AGCN* w/SkeletonGCLModality=4S2023.01 | 92.2 | — | — | |
| 3MformerPooling strategy=max-pool, Method Category=Transformer-based2023.03 | 92.1 | — | — | |
| 3MformerPooling strategy=avg-pool, Method Category=Transformer-based2023.03 | 92 | — | — | |
| CTR-GCN*Modality=J+B2023.01 | 92 | — | — | |
| STSTVenue=ACM MM'21, Method Category=Transformer-based2023.03 | 91.9 | — | — | |
| InfoGCN* w/SkeletonGCLModality=J+B2023.01 | 91.9 | — | — | |
| SkeletonMAEBackbone=GIN, Category=Pretraining2023.12 | 91.8 | — | — | |
| 2S-AGCN* w/SkeletonGCLModality=J+B2023.01 | 91.6 | — | — | |
| CTR-GCNModality=J+B2023.01 | 91.6 | — | — | |
| InfoGCNModality=J+B2023.01 | 91.6 | — | — | |
| MS-G3DBackbone=GCN, Category=Specialist2023.12 | 91.5 | — | — | |
| DSTA-NetBackbone=Transformer, Category=Specialist2023.12 | 91.5 | — | — | |
| MS-G3DBackbone=GCN2023.12 | 91.5 | — | — | |
| DSTA-NetBackbone=Transformer2023.12 | 91.5 | — | — | |
| MS-G3D NetModality=Joint + Bone fusion2020.03 | 91.5 | — | — | |
| MS-G3DBones=true2020.08 | 91.5 | — | — | |
| MS-G3DVenue=CVPR'20, Method Category=Graph-based2023.03 | 91.5 | — | — | |
| Dynamic GCNModality=J2023.01 | 91.5 | — | — | |
| MS-G3DModality=J2023.01 | 91.5 | — | — | |
| MST-GCNModality=4S2023.01 | 91.5 | — | — | |
| 2S-AGCN*Modality=4S2023.01 | 91.5 | — | — | |
| 4s-GSTNVenue=Symmetry'22, Method Category=Transformer-based2023.03 | 91.3 | — | — | |
| InfoGCN*Modality=J+B2023.01 | 91.3 | — | — | |
| MST-GCNModality=J+B2023.01 | 91.1 | — | — | |
| CTR-GCN* w/SkeletonGCLModality=B2023.01 | 91.1 | — | — | |
| 2S-AGCN*Modality=J+B2023.01 | 91 | — | — | |
| InfoGCN* w/SkeletonGCLModality=B2023.01 | 91 | — | — | |
| SD-HGCNVenue=ICONIP'21, Method Category=Hypergraph-based2023.03 | 90.9 | — | — | |
| Selective-HCNVenue=ICMR'22, Method Category=Hypergraph-based2023.03 | 90.8 | — | — | |
| MTTVenue=LSP'21, Method Category=Transformer-based2023.03 | 90.8 | — | — | |
| DC-GCN+ADGModality=J2023.01 | 90.8 | — | — | |
| CTR-GCN* w/SkeletonGCLModality=J2023.01 | 90.8 | — | — | |
| Shift-GCNBackbone=GCN, Category=Specialist2023.12 | 90.7 | — | — | |
| Shift-GCNBackbone=GCN2023.12 | 90.7 | — | — | |
| 4s Shift-GCNBones=true2020.08 | 90.7 | — | — | |
| Shift-GCNVenue=CVPR'20, Method Category=Graph-based2023.03 | 90.7 | — | — | |
| DHGCNVenue=CoRR'21, Method Category=Hypergraph-based2023.03 | 90.7 | — | — | |
| Shift-GCNModality=4S2023.01 | 90.7 | — | — | |
| CTR-GCNModality=B2023.01 | 90.6 | — | — | |
| InfoGCNModality=B2023.01 | 90.6 | — | — | |
| InfoGCN*Modality=B2023.01 | 90.6 | — | — | |
| DropGraphModality=S2021.10 | 90.5 | — | — | |
| ST-TR-agcnBones=true2020.08 | 90.3 | — | — | |
| ST-TRVenue=CVIU'21, Method Category=Transformer-based2023.03 | 90.3 | — | — | |
| CTR-GCN*Modality=B2023.01 | 90.2 | — | — | |
| MS-G3D NetModality=Bone Only2020.03 | 90.1 | — | — | |
| Sym-GNNVenue=TPAMI'22, Method Category=Graph-based2023.03 | 90.1 | — | — | |
| InfoGCN* w/SkeletonGCLModality=J2023.01 | 90.1 | — | — | |
| 2S-AGCN* w/SkeletonGCLModality=B2023.01 | 90 | — | — | |
| ST-TRBackbone=Transformer, Category=Specialist2023.12 | 89.9 | — | — | |
| STTFormerBackbone=Transformer, Category=Specialist2023.12 | 89.9 | — | — | |
| ST-TRBackbone=Transformer2023.12 | 89.9 | — | — | |
| STTFormerBackbone=Transformer2023.12 | 89.9 | — | — | |
| DGNN2020.03 | 89.9 | — | — | |
| DGNNBones=true2020.08 | 89.9 | — | — | |
| ST-TRBones=true2020.08 | 89.9 | — | — | |
| 2S-AGCN* w/SkeletonGCLModality=J2023.01 | 89.9 | — | — | |
| CTR-GCNModality=J2023.01 | 89.8 | — | — | |
| CTR-GCN*Modality=J2023.01 | 89.8 | — | — | |
| InfoGCNModality=J2023.01 | 89.8 | — | — | |
| MCCBackbone=GCN2023.12 | 89.7 | — | — | |
| 2s Shift-GCNBones=true2020.08 | 89.7 | — | — | |
| Shift-GCNModality=J+B2023.01 | 89.7 | — | — | |
| Hyper-GNNVenue=TIP'21, Method Category=Hypergraph-based2023.03 | 89.5 | — | — | |
| MST-GCNModality=B2023.01 | 89.5 | — | — | |
| MS-G3D NetModality=Joint Only2020.03 | 89.4 | — | — | |
| NAS-GCNVenue=AAAI'20, Method Category=Graph-based2023.03 | 89.4 | — | — | |
| InfoGCN*Modality=J2023.01 | 89.4 | — | — |