Action Recognition on NTU-120 96/24 split
67.2Top-1 AccSkeletonLLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SkeletonLLMType=MLLM2026.03 | 67.2 | — | — | — | |
| FloraTraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 65.9 | — | — | — | |
| FloraTraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 65.8 | — | — | — | |
| FloraTraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 65.1 | — | — | — | |
| TDSMVenue=ICCV2025, Zero-shot=true2026.04 | 65.1 | — | — | — | |
| TDSMModality=Text, RGB2024.11 | 65.06 | — | — | — | |
| TDSMType=Align, Venue=ICCV’252026.03 | 65.06 | — | — | — | |
| TDSMVenue=ICCV 20252026.04 | 65.06 | — | — | — | |
| GZSSARVenue=ICIG 20232026.04 | 60.7 | — | — | — | |
| InfoCPLVenue=TMM 20252026.04 | 60.05 | — | — | — | |
| TDSMTraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 59.7 | — | — | — | |
| PGFASetting=II2025.07 | 59.42 | — | — | — | |
| InternVL3-8BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 58.33 | — | — | — | |
| FloraTraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 58 | — | — | — | |
| NeuronVenue=CVPR 20252026.04 | 57.1 | — | — | — | |
| Qwen2.5-VL-7BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 56.86 | — | — | — | |
| BSZSLModality=Text2024.11 | 56.12 | — | — | — | |
| TDSMTraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 55.1 | — | — | — | |
| SCALEVenue=-, Zero-shot=true2026.04 | 54.9 | — | — | — | |
| SCoPLeType=Align, Venue=CVPR’252026.03 | 52.17 | — | — | — | |
| ScoPLeVenue=CVPR 20252026.04 | 52.17 | — | — | — | |
| PURLSSetting=II2025.07 | 52.01 | — | — | — | |
| PURLSType=Align, Venue=CVPR’242026.03 | 52.01 | — | — | — | |
| PURLSVenue=CVPR 20242026.04 | 52.01 | — | — | — | |
| PURLSVenue=CVPR2024, Zero-shot=true2026.04 | 52 | — | — | — | |
| Universal-Skeleton2026.04 | 51.85 | — | — | — | |
| NeuronTraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 51 | — | — | — | |
| FS-VAETraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 50.2 | — | — | — | |
| FS-VAETraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 49.7 | — | — | — | |
| TDSMTraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 49.1 | — | — | — | |
| FS-VAETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 48.5 | — | — | — | |
| FS-VAETraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 47.9 | — | — | — | |
| SA-DVAEVenue=ECCV 20242026.04 | 46.12 | — | — | — | |
| SA-DVAEVenue=ECCV2024, Zero-shot=true2026.04 | 46.1 | — | — | — | |
| SMIESetting=II2025.07 | 45.3 | — | — | — | |
| SMIEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 45.3 | — | — | — | |
| SMIEVenue=ACMM2023, Zero-shot=true2026.04 | 45.3 | — | — | — | |
| SMIEVenue=ACMMM 20232026.04 | 45.3 | — | — | — | |
| STARVenue=ACMM2024, Zero-shot=true2026.04 | 44.3 | — | — | — | |
| STARVenue=ACMMM 20242026.04 | 44.3 | — | — | — | |
| TDSMTraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 43.9 | — | — | — | |
| SMIETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 42.7 | — | — | — | |
| SynSESetting=II2025.07 | 38.7 | — | — | — | |
| SynSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 38.7 | — | — | — | |
| SynSEType=Align, Venue=ICIP’212026.03 | 38.7 | — | — | — | |
| SynSEVenue=ICIP2021, Zero-shot=true2026.04 | 38.7 | — | — | — | |
| SynSEVenue=ICIP 20212026.04 | 38.7 | — | — | — | |
| CADA-VAEVenue=CVPR2019, Zero-shot=true2026.04 | 35.8 | — | — | — | |
| CADA-VAESetting=II2025.07 | 35.77 | — | — | — | |
| CADA-VAEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 35.77 | — | — | — | |
| CADA-VAEType=Align, Venue=CVPRW’192026.03 | 35.77 | — | — | — | |
| JPoSETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 35.7 | — | — | — | |
| SA-DAVETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 34.7 | — | — | — | |
| STARTraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 34.5 | — | — | — | |
| SMIETraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 34.4 | — | — | — | |
| JPoSETraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 33.9 | — | — | — | |
| MotionLLMType=LLM, Venue=TPAMI’252026.03 | 33.62 | — | — | — | |
| CADA-VAEVenue=CVPR 20192026.04 | 33.57 | — | — | — | |
| JPoSETraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 33.5 | — | — | — | |
| NeuronTraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 33.5 | — | — | — | |
| STARTraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 33 | — | — | — | |
| ReViSEVenue=ICCV 20172026.04 | 32.89 | — | — | — | |
| JPOSESetting=II2025.07 | 32.44 | — | — | — | |
| JPOSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 32.44 | — | — | — | |
| JPoSEType=Align, Venue=ICCV’192026.03 | 32.44 | — | — | — | |
| JPoSEVenue=ICCV 20192026.04 | 32.44 | — | — | — | |
| ReViSEVenue=ICCV2017, Zero-shot=true2026.04 | 32.4 | — | — | — | |
| JPoSEVenue=ICCV2019, Zero-shot=true2026.04 | 32.4 | — | — | — | |
| ReViSESetting=II2025.07 | 32.38 | — | — | — | |
| ReViSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 32.38 | — | — | — | |
| ReViSEType=Align, Venue=ICCV’172026.03 | 32.38 | — | — | — | |
| STARTraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 31.3 | — | — | — | |
| SMIETraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 30.4 | — | — | — | |
| RelationNetSetting=II2025.07 | 29.06 | — | — | — | |
| RelationNetMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 29.06 | — | — | — | |
| RelationNetVenue=ICCV 20192026.04 | 29.06 | — | — | — | |
| SynSETraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 26.5 | — | — | — | |
| CADA-VAETraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 26.1 | — | — | — | |
| SynSETraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 26.1 | — | — | — | |
| DeViSESetting=II2025.07 | 25.74 | — | — | — | |
| DeViSEVenue=NeurIPS 20132026.04 | 25.74 | — | — | — | |
| SynSETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 25.5 | — | — | — | |
| CADA-VAETraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 25.4 | — | — | — | |
| CADA-VAETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 25.4 | — | — | — | |
| CADA-VAETraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 25 | — | — | — | |
| SynSETraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 24.1 | — | — | — | |
| DeViSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 23.74 | — | — | — | |
| NeuronTraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 22.8 | — | — | — | |
| SA-DAVETraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 21.9 | — | — | — | |
| MotionGPTType=LLM, Venue=NeurIPS’232026.03 | 20.39 | — | — | — | |
| SMIETraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 13.9 | — | — | — | |
| SA-DAVETraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 12.3 | — | — | — | |
| NeuronTraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 10.2 | — | — | — | |
| SA-DAVETraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 9.5 | — | — | — | |
| JPoSETraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 8.6 | — | — | — | |
| STARTraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 8.6 | — | — | — | |
| ReViSETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 8.5 | — | — | — | |
| ReViSETraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 7.8 | — | — | — | |
| ReViSETraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 7.3 | — | — | — | |
| ReViSETraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 5.2 | — | — | — |