Zero-Shot Skeleton-based Action Recognition on NTU-RGB+D Xsub 60 (48/12)
73.2AccuracyPoseBridge
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PoseBridgeVenue=This work, CLIP Visual Encoder=false2026.05 | 73.2 | 75.6 | 61.9 | 68 | |
| PoseBridgeTrainable #Params (M)=3.8, Total #Params (M)=128.2, GFLOPs (G)=7.3, FPS=1398.02026.05 | 73.2 | — | — | — | |
| NeuronVenue=CVPR 2025, CLIP Visual Encoder=false2026.05 | 62.7 | 61.6 | 56.8 | 59.1 | |
| NeuronTrainable #Params (M)=2.3, Total #Params (M)=126.7, GFLOPs (G)=7.5, FPS=1165.42026.05 | 62.7 | — | — | — | |
| FS-VAEVenue=ICCV 2025, CLIP Visual Encoder=false2026.05 | 57.2 | 56.2 | 48.6 | 52.1 | |
| FS-VAETrainable #Params (M)=0.2, Total #Params (M)=64.4, GFLOPs (G)=3.7, FPS=1237.02026.05 | 57.2 | — | — | — | |
| TDSMVenue=ICCV 2025, CLIP Visual Encoder=false2026.05 | 56 | — | — | — | |
| TDSMTrainable #Params (M)=260.4, Total #Params (M)=384.2, GFLOPs (G)=10.6, FPS=772.52026.05 | 56 | — | — | — | |
| SCoPLeVenue=CVPR 2025, CLIP Visual Encoder=false2026.05 | 53 | 54.5 | 61.8 | 57.9 | |
| BSZSLVenue=ESWA 2025, CLIP Visual Encoder=true2026.05 | 53 | 73.9 | 36.5 | 48.8 | |
| SKI-VLMVenue=AAAI 2025, CLIP Visual Encoder=true2026.05 | 52 | — | — | — | |
| SKI-VLMTrainable #Params (M)=2.8, Total #Params (M)=215.9, GFLOPs (G)=281.0, FPS=22.62026.05 | 52 | — | — | — | |
| STARVenue=ACMMM 2024, CLIP Visual Encoder=false2026.05 | 45.1 | 62.7 | 37 | 46.6 | |
| SA-DVAEVenue=ECCV 2024, CLIP Visual Encoder=false2026.05 | 41.4 | 50.2 | 36.9 | 42.6 | |
| PURLSVenue=CVPR 2024, CLIP Visual Encoder=false2026.05 | 41 | — | — | — | |
| SMIEVenue=ACMMM 2023, CLIP Visual Encoder=false2026.05 | 40.2 | — | — | — | |
| SynSEVenue=ICIP 2021, CLIP Visual Encoder=false2026.05 | 33.3 | 52.2 | 27.9 | 36.3 | |
| CADA-VAEVenue=CVPR 2019, CLIP Visual Encoder=false2026.05 | 29 | 51.3 | 27 | 35.4 | |
| JPoSEVenue=ICCV 2019, CLIP Visual Encoder=false2026.05 | 28.8 | 60.5 | 20.6 | 30.8 | |
| ReViSEVenue=ICCV 2017, CLIP Visual Encoder=false2026.05 | 17.5 | 62.4 | 20.8 | 31.2 |