3D Action Recognition on NTU-120 (X-set)
92.3Top-1 AccSBFConv3D
Evaluation Results
| Method | Links | |
|---|---|---|
| SBFConv3DCategory=Skl+SBF(J+L), Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=32.4, Clips=102026.04 | 92.3 | |
| SBFConv3DCategory=Skl+SBF(J+L), Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=32.4, Clips=12026.04 | 92.2 | |
| SBFConv3DCategory=Skl+SBF(J), Add. Anno.=✗, Params (M)=2.0, FLOPs (G)=16.2, Clips=102026.04 | 91.7 | |
| SBFConv3DCategory=Skl+SBF(J), Add. Anno.=✗, Params (M)=2.0, FLOPs (G)=16.2, Clips=12026.04 | 91.5 | |
| MAMPBackbone=Transformer, Evaluation Protocol=fine-tuned2023.08 | 91.3 | |
| MAMPEvaluation Protocol=fully supervised, Multi-stream ensembling=false2023.08 | 91.3 | |
| InfoGCNEvaluation Protocol=fully supervised2023.08 | 91.2 | |
| MS-G3DCategory=Skeleton, Add. Anno.=✗, Params (M)=11.8, FLOPs (G)=27.4, Clips=102026.04 | 90.9 | |
| ProtoGCNCategory=Skeleton, Add. Anno.=✗, Params (M)=24.9, FLOPs (G)=36.9, Clips=102026.04 | 90.9 | |
| BlockGCNCategory=Skeleton, Add. Anno.=✗, Params (M)=5.2, FLOPs (G)=8.4, Clips=102026.04 | 90.7 | |
| CTR-CGNEvaluation Protocol=fully supervised2023.08 | 90.6 | |
| ST-GCN++Category=Skeleton, Add. Anno.=✗, Params (M)=5.6, FLOPs (G)=11.2, Clips=102026.04 | 90.3 | |
| PoseConv3DCategory=Skeleton, Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=31.6, Clips=102026.04 | 90.3 | |
| CTR-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=5.7, FLOPs (G)=7.8, Clips=102026.04 | 90.1 | |
| AA-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=15.0, FLOPs (G)=17.4, Clips=102026.04 | 89.9 | |
| PoseConv3DCategory=Skeleton, Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=31.6, Clips=12026.04 | 89.9 | |
| PoseC3DEvaluation Protocol=fully supervised2023.08 | 89.6 | |
| MSICategory=Skl+Obj, Add. Anno.=✓2026.04 | 89.4 | |
| ST-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=12.3, FLOPs (G)=15.3, Clips=102026.04 | 89 | |
| SkeletonMAE*Backbone=Transformer, Evaluation Protocol=fine-tuned2023.08 | 88.9 | |
| Hi-TRSBackbone=3s-Transformer, Evaluation Protocol=fine-tuned2023.08 | 87.4 | |
| ViABackbone=2s-UINK, Evaluation Protocol=fine-tuned2023.08 | 86.5 | |
| MCCBackbone=2s-AGCN, Evaluation Protocol=fine-tuned2023.08 | 83.3 | |
| AimCLRBackbone=3s-ST-GCN, Evaluation Protocol=fine-tuned2023.08 | 80.9 | |
| CrosSCLRBackbone=3s-ST-GCN, Evaluation Protocol=fine-tuned2023.08 | 80.4 | |
| W/o pre-trainingBackbone=Transformer, Evaluation Protocol=fine-tuned2023.08 | 79.7 | |
| SkeletonMAEBackbone=STTFormer, Evaluation Protocol=fine-tuned2023.08 | 79.1 | |
| CPMBackbone=ST-GCN, Evaluation Protocol=fine-tuned2023.08 | 78.9 | |
| CrosSCLRBackbone=STTFormer, Evaluation Protocol=fine-tuned2023.08 | 77.9 | |
| AimCLRBackbone=STTFormer, Evaluation Protocol=fine-tuned2023.08 | 77.2 |