Action Recognition on NTU 60 (40-20 seen-unseen)
46.15Top-1 AccSkeletonLLM
Evaluation results
| Method | Links | |
|---|---|---|
| SkeletonLLMType=MLLM2026.03 | 46.15 | |
| TDSMVenue=ICCV2025, Zero-shot=true2026.04 | 36.1 | |
| TDSMType=Align, Venue=ICCV’252026.03 | 36.09 | |
| SCALEVenue=-, Zero-shot=true2026.04 | 35.5 | |
| InternVL3-8BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 32.04 | |
| Qwen2.5-VL-7BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 31.76 | |
| PURLSType=Align, Venue=CVPR’242026.03 | 31.05 | |
| PURLSVenue=CVPR2024, Zero-shot=true2026.04 | 31 | |
| ReViSEVenue=ICCV2017, Zero-shot=true2026.04 | 24.3 | |
| ReViSEType=Align, Venue=ICCV’172026.03 | 24.26 | |
| MotionLLMType=LLM, Venue=TPAMI’252026.03 | 21.58 | |
| JPoSEVenue=ICCV2019, Zero-shot=true2026.04 | 20.1 | |
| JPoSEType=Align, Venue=ICCV’192026.03 | 20.05 | |
| SynSEVenue=ICIP2021, Zero-shot=true2026.04 | 19.9 | |
| SynSEType=Align, Venue=ICIP’212026.03 | 19.85 | |
| CADA-VAEType=Align, Venue=CVPRW’192026.03 | 16.21 | |
| CADA-VAEVenue=CVPR2019, Zero-shot=true2026.04 | 16.2 | |
| MotionGPTType=LLM, Venue=NeurIPS’232026.03 | 12.14 |