Zero-Shot Skeleton-based Action Recognition on NTU-RGB+D 60 (X-Sub)
90.5AccuracyPoseBridge
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PoseBridgeVenue=This work2026.05 | 90.5 | — | — | 78.2 | |
| TDSMVenue=ICCV 20252026.05 | 88.9 | — | — | — | |
| PoseBridgeVenue=This work, CLIP Visual Encoder=false2026.05 | 88.8 | 82 | 84 | 83 | |
| PoseBridgeTrainable #Params (M)=3.8, Total #Params (M)=128.2, GFLOPs (G)=7.3, FPS=1398.02026.05 | 88.8 | — | — | — | |
| NeuronVenue=CVPR 2025, CLIP Visual Encoder=false2026.05 | 86.9 | 69.1 | 73.8 | 71.4 | |
| FS-VAEVenue=ICCV 2025, CLIP Visual Encoder=false2026.05 | 86.9 | 77 | 74.5 | 75.7 | |
| NeuronTrainable #Params (M)=2.3, Total #Params (M)=126.7, GFLOPs (G)=7.5, FPS=1165.42026.05 | 86.9 | — | — | — | |
| FS-VAETrainable #Params (M)=0.2, Total #Params (M)=64.4, GFLOPs (G)=3.7, FPS=1237.02026.05 | 86.9 | — | — | — | |
| TDSMVenue=ICCV 2025, CLIP Visual Encoder=false2026.05 | 86.5 | — | — | — | |
| TDSMTrainable #Params (M)=260.4, Total #Params (M)=384.2, GFLOPs (G)=10.6, FPS=772.52026.05 | 86.5 | — | — | — | |
| SA-DVAEVenue=ECCV 20242026.05 | 84.2 | — | — | 75.3 | |
| SCoPLeVenue=CVPR 2025, CLIP Visual Encoder=false2026.05 | 84.1 | 69.6 | 71.9 | 70.8 | |
| SCoPLeVenue=CVPR 20252026.05 | 83.7 | — | — | 77.7 | |
| BSZSLVenue=ESWA 2025, CLIP Visual Encoder=true2026.05 | 83 | 85.1 | 72 | 78 | |
| SA-DVAEVenue=ECCV 2024, CLIP Visual Encoder=false2026.05 | 82.4 | 62.3 | 70.8 | 66.3 | |
| SKI-VLMVenue=AAAI 2025, CLIP Visual Encoder=true2026.05 | 82.2 | — | — | — | |
| SKI-VLMTrainable #Params (M)=2.8, Total #Params (M)=215.9, GFLOPs (G)=281.0, FPS=22.62026.05 | 82.2 | — | — | — | |
| STARVenue=ACMMM 2024, CLIP Visual Encoder=false2026.05 | 81.4 | 69 | 69.9 | 69.4 | |
| PURLSVenue=CVPR 2024, CLIP Visual Encoder=false2026.05 | 79.2 | — | — | — | |
| SMIEVenue=ACMMM 2023, CLIP Visual Encoder=false2026.05 | 78 | — | — | — | |
| CADA-VAEVenue=CVPR 2019, CLIP Visual Encoder=false2026.05 | 76.8 | 69.4 | 61.8 | 65.4 | |
| SynSEVenue=ICIP 2021, CLIP Visual Encoder=false2026.05 | 75.8 | 61.3 | 56.9 | 59 | |
| SMIEVenue=ACMMM 20232026.05 | 65.1 | — | — | — | |
| JPoSEVenue=ICCV 2019, CLIP Visual Encoder=false2026.05 | 64.8 | 64.4 | 50.3 | 56.5 | |
| SynSEVenue=ICIP 20212026.05 | 64.2 | — | — | 67.5 | |
| CADA-VAEVenue=CVPR 20192026.05 | 61.8 | — | — | 66.4 | |
| ReViSEVenue=ICCV 20172026.05 | 60.9 | — | — | 60.3 | |
| JPoSEVenue=ICCV 20192026.05 | 59.4 | — | — | 60.1 | |
| ReViSEVenue=ICCV 2017, CLIP Visual Encoder=false2026.05 | 53.9 | 74.2 | 34.7 | 29.2 |