Action Recognition on NTU-120 (80/40 seen/unseen split)
44.37Top-1 AccuracySkeletonLLM
Evaluation results
| Method | Links | |
|---|---|---|
| SkeletonLLMType=MLLM2026.03 | 44.37 | |
| TDSMType=Align, Venue=ICCV’252026.03 | 36.95 | |
| InternVL3-8BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 36.06 | |
| Qwen2.5-VL-7BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 35.17 | |
| PURLSType=Align, Venue=CVPR’242026.03 | 28.38 | |
| ReViSEType=Align, Venue=ICCV’172026.03 | 19.47 | |
| MotionLLMType=LLM, Venue=TPAMI’252026.03 | 16.91 | |
| JPoSEType=Align, Venue=ICCV’192026.03 | 13.71 | |
| SynSEType=Align, Venue=ICIP’212026.03 | 13.64 | |
| MotionGPTType=LLM, Venue=NeurIPS’232026.03 | 12.96 | |
| CADA-VAEType=Align, Venue=CVPRW’192026.03 | 10.55 |