Skeleton Action Recognition on NTU RGB+D 120 (Xsub)
94.8AccuracyOurs (BHaRNet-P)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Ours (BHaRNet-P)variant=probabilistic, GFLOPs=6.8, Params(M)=9.72026.01 | 94.8 | — | — | — | — | — | — | — | |
| Ours (BHaRNet-E)variant=probabilistic, GFLOPs=10.9, Params(M)=11.02026.01 | 94.7 | — | — | — | — | — | — | — | |
| SkeleTGFLOPs=9.6, Params(M)=5.22026.01 | 94.6 | — | — | — | — | — | — | — | |
| Ours (BHaRNet-B)variant=probabilistic, GFLOPs=6.6, Params(M)=5.52026.01 | 94.5 | — | — | — | — | — | — | — | |
| BHaRNet-E†GFLOPs=5.4, Params(M)=5.52026.01 | 94.3 | — | — | — | — | — | — | — | |
| BHaRNet-P†GFLOPs=3.4, Params(M)=4.92026.01 | 94.3 | — | — | — | — | — | — | — | |
| BHaRNet-B†GFLOPs=3.3, Params(M)=2.82026.01 | 94 | — | — | — | — | — | — | — | |
| 3MformerGFLOPs=58.5, Params(M)=6.72026.01 | 92 | — | — | — | — | — | — | — | |
| DeGCNGFLOPs=6.9, Params(M)=5.62026.01 | 91 | — | — | — | — | — | — | — | |
| ProtoGCNGFLOPs=43.4, Params(M)=24.92026.01 | 90.9 | — | — | — | — | — | — | — | |
| BlockGCNGFLOPs=6.5, Params(M)=5.22026.01 | 90.3 | — | — | — | — | — | — | — | |
| InfoGCNGFLOPs=10.0*, Params(M)=9.42026.01 | 89.8 | — | — | — | — | — | — | — | |
| CTR-GCNGFLOPs=7.9, Params(M)=5.82026.01 | 88.9 | — | — | — | — | — | — | — | |
| PoseConv3DGFLOPs=31.8, Params(M)=4.02026.01 | 86.9 | — | — | — | — | — | — | — | |
| Neuron2024.11 | 57.1 | 67.5 | 44.4 | 53.6 | — | — | — | — | |
| PURLS2024.11 | 52 | — | — | — | — | — | — | — | |
| SA-DAVE2024.11 | 46.1 | 58.8 | 35.8 | 44.5 | — | — | — | — | |
| STAR2024.04 | 44.3 | 51.2 | 36.9 | 42.9 | — | — | — | — | |
| STAR2024.11 | 44.3 | 51.2 | 36.9 | 42.9 | — | — | — | — | |
| SMIE2024.04 | 42.3 | — | — | — | — | — | — | — | |
| SMIE2024.11 | 42.3 | — | — | — | — | — | — | — | |
| SynSE2024.04 | 41.9 | 48.1 | 32.9 | 39.1 | — | — | — | — | |
| SynSE2024.11 | 41.9 | 48.1 | 32.9 | 39.1 | — | — | — | — | |
| CADA-VAE2024.04 | 38.7 | 48.3 | 27.5 | 35.1 | — | — | — | — | |
| CADA-VAE2024.11 | 38.7 | 48.3 | 27.5 | 35.1 | — | — | — | — | |
| JPOSE2024.04 | 38.1 | 41 | 3.8 | 6.9 | — | — | — | — | |
| JPoSE2024.11 | 38.1 | 41 | 3.8 | 6.9 | — | — | — | — | |
| ReViSE2024.04 | 8.5 | 3.4 | 1.5 | 2.1 | — | — | — | — | |
| ReViSE2024.11 | 8.5 | 3.4 | 1.5 | 2.1 | — | — | — | — | |
| CTR-GCNFrames=642024.03 | — | — | — | — | 84.9 | 85.7 | 81.4 | 81.2 | |
| CTR-GCN (*)Frames=1002024.03 | — | — | — | — | 84 | 85.9 | 81.1 | 82.2 | |
| FR-HeadFrames=642024.03 | — | — | — | — | 85.5 | 86.8 | 81.9 | 82 | |
| HD-GCNFrames=642024.03 | — | — | — | — | 85.7 | 86.7 | — | — | |
| InfoGCNFrames=642024.03 | — | — | — | — | 85.1 | 87.3 | 82.1 | 82.5 | |
| LSTFrames=642024.03 | — | — | — | — | 85.5 | 87.5 | 82.3 | 82.4 | |
| SkateFormerFrames=642024.03 | — | — | — | — | 87.7 | 88.2 | 83.1 | 82.3 | |
| ST-GCN (*)Frames=1002024.03 | — | — | — | — | 82.1 | 83.7 | 80.3 | 80.6 | |
| ST-GCN++Frames=1002024.03 | — | — | — | — | 83.2 | 85.6 | 80.4 | 81.5 |