Zero-Shot Skeleton-based Action Recognition on NTU-RGB+D Xsub 120 (110/10)
80.3AccuracyPoseBridge
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PoseBridgeVenue=This work, CLIP Visual Encoder=false2026.05 | 80.3 | 71.3 | 65 | 68 | |
| PoseBridgeTrainable #Params (M)=3.8, Total #Params (M)=128.2, GFLOPs (G)=7.3, FPS=1398.02026.05 | 80.3 | — | — | — | |
| BSZSLVenue=ESWA 2025, CLIP Visual Encoder=true2026.05 | 77.7 | 80.8 | 71.4 | 75.8 | |
| SKI-VLMVenue=AAAI 2025, CLIP Visual Encoder=true2026.05 | 77.5 | — | — | — | |
| SKI-VLMTrainable #Params (M)=2.8, Total #Params (M)=215.9, GFLOPs (G)=281.0, FPS=22.62026.05 | 77.5 | — | — | — | |
| PoseBridgeVenue=This work2026.05 | 74.8 | — | — | 66 | |
| SCoPLeVenue=CVPR 2025, CLIP Visual Encoder=false2026.05 | 74.5 | 63.5 | 61.1 | 62.3 | |
| FS-VAEVenue=ICCV 2025, CLIP Visual Encoder=false2026.05 | 74.4 | 59.2 | 67.9 | 63.3 | |
| FS-VAETrainable #Params (M)=0.2, Total #Params (M)=64.4, GFLOPs (G)=3.7, FPS=1237.02026.05 | 74.4 | — | — | — | |
| TDSMVenue=ICCV 2025, CLIP Visual Encoder=false2026.05 | 74.2 | — | — | — | |
| TDSMTrainable #Params (M)=260.4, Total #Params (M)=384.2, GFLOPs (G)=10.6, FPS=772.52026.05 | 74.2 | — | — | — | |
| PURLSVenue=CVPR 2024, CLIP Visual Encoder=false2026.05 | 72 | — | — | — | |
| NeuronVenue=CVPR 2025, CLIP Visual Encoder=false2026.05 | 71.5 | 67.6 | 59.5 | 63.3 | |
| NeuronTrainable #Params (M)=2.3, Total #Params (M)=126.7, GFLOPs (G)=7.5, FPS=1165.42026.05 | 71.5 | — | — | — | |
| TDSMVenue=ICCV 20252026.05 | 69.5 | — | — | — | |
| SA-DVAEVenue=ECCV 2024, CLIP Visual Encoder=false2026.05 | 68.8 | 61.1 | 59.8 | 60.4 | |
| SMIEVenue=ACMMM 2023, CLIP Visual Encoder=false2026.05 | 65.7 | — | — | — | |
| STARVenue=ACMMM 2024, CLIP Visual Encoder=false2026.05 | 63.3 | 59.9 | 52.7 | 56.1 | |
| SynSEVenue=ICIP 2021, CLIP Visual Encoder=false2026.05 | 62.7 | 52.5 | 57.6 | 54.9 | |
| CADA-VAEVenue=CVPR 2019, CLIP Visual Encoder=false2026.05 | 59.5 | 47.2 | 19.8 | 48.4 | |
| ReViSEVenue=ICCV 2017, CLIP Visual Encoder=false2026.05 | 55 | 48.7 | 44.8 | 46.7 | |
| SCoPLeVenue=CVPR 20252026.05 | 53.3 | — | — | 54.1 | |
| JPoSEVenue=ICCV 2019, CLIP Visual Encoder=false2026.05 | 51.9 | 47.7 | 46.4 | 47 | |
| SA-DVAEVenue=ECCV 20242026.05 | 50.7 | — | — | 47.5 | |
| SynSEVenue=ICIP 20212026.05 | 47.3 | — | — | 43.5 | |
| JPoSEVenue=ICCV 20192026.05 | 46.7 | — | — | 43.7 | |
| SMIEVenue=ACMMM 20232026.05 | 46.4 | — | — | — | |
| CADA-VAEVenue=CVPR 20192026.05 | 45.2 | — | — | 45.6 | |
| ReViSEVenue=ICCV 20172026.05 | 44.9 | — | — | 40.3 |