Zero-Shot Skeleton-based Action Recognition on NTU-RGB+D Xsub 120 (96/24)
70.9AccuracyPoseBridge
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PoseBridgeVenue=This work, CLIP Visual Encoder=false2026.05 | 70.9 | 66.1 | 59.4 | 62.6 | |
| PoseBridgeTrainable #Params (M)=3.8, Total #Params (M)=128.2, GFLOPs (G)=7.3, FPS=1398.02026.05 | 70.9 | — | — | — | |
| TDSMVenue=ICCV 2025, CLIP Visual Encoder=false2026.05 | 65.1 | — | — | — | |
| TDSMTrainable #Params (M)=260.4, Total #Params (M)=384.2, GFLOPs (G)=10.6, FPS=772.52026.05 | 65.1 | — | — | — | |
| FS-VAEVenue=ICCV 2025, CLIP Visual Encoder=false2026.05 | 62.5 | 57.8 | 51.9 | 54.7 | |
| FS-VAETrainable #Params (M)=0.2, Total #Params (M)=64.4, GFLOPs (G)=3.7, FPS=1237.02026.05 | 62.5 | — | — | — | |
| SKI-VLMVenue=AAAI 2025, CLIP Visual Encoder=true2026.05 | 59.3 | — | — | — | |
| SKI-VLMTrainable #Params (M)=2.8, Total #Params (M)=215.9, GFLOPs (G)=281.0, FPS=22.62026.05 | 59.3 | — | — | — | |
| NeuronVenue=CVPR 2025, CLIP Visual Encoder=false2026.05 | 57.1 | 67.5 | 44.4 | 53.6 | |
| NeuronTrainable #Params (M)=2.3, Total #Params (M)=126.7, GFLOPs (G)=7.5, FPS=1165.42026.05 | 57.1 | — | — | — | |
| BSZSLVenue=ESWA 2025, CLIP Visual Encoder=true2026.05 | 56.1 | 72.1 | 53.8 | 61.6 | |
| SCoPLeVenue=CVPR 2025, CLIP Visual Encoder=false2026.05 | 52.2 | 53.3 | 51.2 | 52.2 | |
| PURLSVenue=CVPR 2024, CLIP Visual Encoder=false2026.05 | 52 | — | — | — | |
| SA-DVAEVenue=ECCV 2024, CLIP Visual Encoder=false2026.05 | 46.1 | 58.8 | 35.8 | 44.5 | |
| SMIEVenue=ACMMM 2023, CLIP Visual Encoder=false2026.05 | 45.3 | — | — | — | |
| STARVenue=ACMMM 2024, CLIP Visual Encoder=false2026.05 | 44.3 | 51.2 | 36.9 | 42.9 | |
| SynSEVenue=ICIP 2021, CLIP Visual Encoder=false2026.05 | 38.7 | 56.4 | 32.2 | 41 | |
| CADA-VAEVenue=CVPR 2019, CLIP Visual Encoder=false2026.05 | 35.8 | 41.1 | 34.1 | 37.3 | |
| ReViSEVenue=ICCV 2017, CLIP Visual Encoder=false2026.05 | 32.4 | 49.7 | 25.1 | 33.3 | |
| JPoSEVenue=ICCV 2019, CLIP Visual Encoder=false2026.05 | 32.4 | 38.6 | 22.8 | 28.7 |