Action Recognition on Penn Action
99.7Accuracy3D Deformable Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| 3D Deformable TransformerModality=R+P, Pre-trained=false2022.12 | 99.7 | |
| FreqMixFormerParams (M)=2.0, Flops (G)=64.42026.03 | 99.7 | |
| KGS-GCNParams (M)=1.4, Flops (G)=1.32026.03 | 99.5 | |
| SkeMixFormerParams (M)=2.1, Flops (G)=4.82026.03 | 99.2 | |
| STARModality=R+P, Pre-trained=false2022.12 | 98.7 | |
| Multitask CNNModality=R+P, Pre-trained=false2022.12 | 98.6 | |
| SkateFormerParams (M)=2.0, Flops (G)=3.62026.03 | 98.4 | |
| PoseMapModality=R+P, Pre-trained=false2022.12 | 98.2 | |
| 3D DeepModality=R+P, Pre-trained=false2022.12 | 98.1 | |
| Force NetworkModality=Kinematics + Force2025.12 | 98 | |
| UNIKRGB=false, Pose=true, Pre-training=Posetics(Ours)2021.07 | 97.9 | |
| UNIKModality=P, Pre-trained=true2022.12 | 97.9 | |
| DeGCNParams (M)=5.62026.03 | 97.6 | |
| Pr-ViPERGB=false, Pose=true, Pre-training=Human3.6M2021.07 | 97.5 | |
| Pr-VIPEModality=P, Pre-trained=true2022.12 | 97.5 | |
| Multi-taskRGB=false, Pose=true, Pre-training=Scratch2021.07 | 97.4 | |
| HyperformerParams (M)=2.7, Flops (G)=9.62026.03 | 97.1 | |
| FRHeadParams (M)=2.02026.03 | 97 | |
| CTR-GCNParams (M)=1.5, Flops (G)=2.02026.03 | 96.9 | |
| BlockGCNParams (M)=1.3, Flops (G)=1.62026.03 | 96.8 | |
| EfficientGCNParams (M)=2.0, Flops (G)=15.22026.03 | 96.7 | |
| TranSkeletonParams (M)=2.2, Flops (G)=9.22026.03 | 96.7 | |
| InfoGCNParams (M)=1.6, Flops (G)=1.82026.03 | 96.5 | |
| ST-TRParams (M)=12.1, Flops (G)=259.42026.03 | 96.3 | |
| MS-G3DParams (M)=2.8, Flops (G)=5.22026.03 | 96.1 | |
| BaselineModality=Kinematics-Only2025.12 | 96 | |
| UNIKRGB=false, Pose=true, Pre-training=Scratch2021.07 | 94 | |
| HDM-BGModality=P, Pre-trained=false2022.12 | 93.4 | |
| 2s-AGCNRGB=false, Pose=true, Pre-training=Scratch2021.07 | 93.1 | |
| MS-G3D NetRGB=false, Pose=true, Pre-training=Scratch2021.07 | 92.7 | |
| ST-GCNRGB=false, Pose=true, Pre-training=Scratch2021.07 | 89.6 |