Action Recognition on NTU-60 (48/12 split)
65.5Top-1 AccSkeletonContext
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SkeletonContextGeneralized Zero-Shot Learning (GZSL)=true, Venue=n/a2026.03 | 65.5 | 61.1 | |
| SkeletonLLMType=MLLM2026.03 | 64.72 | — | |
| STARGeneralized Zero-Shot Learning (GZSL)=true, Venue=ACMM20242026.03 | 62.7 | 46.6 | |
| NeuronVenue=CVPR 20252026.04 | 62.7 | — | |
| ReViSEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICCV 20172026.03 | 62.4 | 31.2 | |
| NeuronGeneralized Zero-Shot Learning (GZSL)=true, Venue=CVPR20252026.03 | 61.6 | 59.1 | |
| JPoSEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICCV 20192026.03 | 60.5 | 30.8 | |
| InternVL3-8BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 56.28 | — | |
| FS-VAEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICCV20252026.03 | 56.2 | 52.1 | |
| FloraTraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 56.1 | — | |
| TDSMModality=Text, RGB2024.11 | 56.03 | — | |
| TDSMZero-shot=true, Number of trials=102024.11 | 56.03 | — | |
| TDSMType=Align, Venue=ICCV’252026.03 | 56.03 | — | |
| TDSMVenue=ICCV 20252026.04 | 56.03 | — | |
| TDSMVenue=ICCV2025, Zero-shot=true2026.04 | 56 | — | |
| PGFASetting=II2025.07 | 55.99 | — | |
| FloraTraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 55.4 | — | |
| ScoPLeGeneralized Zero-Shot Learning (GZSL)=true, Venue=CVPR20252026.03 | 54.5 | 57.9 | |
| FloraTraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 54.3 | — | |
| Qwen2.5-VL-7BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 53.7 | — | |
| InfoCPLVenue=TMM 20252026.04 | 53.32 | — | |
| BSZSLModality=Text2024.11 | 52.96 | — | |
| SCoPLeType=Align, Venue=CVPR’252026.03 | 52.96 | — | |
| ScoPLeVenue=CVPR 20252026.04 | 52.96 | — | |
| NeuronTraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 52.8 | — | |
| TDSMTraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 52.4 | — | |
| SynSEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICIP20212026.03 | 52.2 | 36.3 | |
| TDSMTraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 51.5 | — | |
| CADA-VAEGeneralized Zero-Shot Learning (GZSL)=true, Venue=CVPR 20192026.03 | 51.3 | 35.4 | |
| SA-DVAEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ECCV20242026.03 | 50.2 | 42.6 | |
| SCALEVenue=-, Zero-shot=true2026.04 | 50 | — | |
| GZSSARVenue=ICIG 20232026.04 | 49.8 | — | |
| TDSMTraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 49.2 | — | |
| FloraTraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 46.5 | — | |
| NeuronTraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 45.3 | — | |
| STARZero-shot=true, Publication=ACM MM 20242024.11 | 45.1 | — | |
| STARVenue=ACMM2024, Zero-shot=true2026.04 | 45.1 | — | |
| STARVenue=ACMMM 20242026.04 | 45.1 | — | |
| SA-DVAEVenue=ECCV2024, Zero-shot=true2026.04 | 41.4 | — | |
| SA-DVAEZero-shot=true, Publication=ECCV 20242024.11 | 41.38 | — | |
| SA-DVAEVenue=ECCV 20242026.04 | 41.38 | — | |
| PURLSVenue=CVPR2024, Zero-shot=true2026.04 | 41 | — | |
| PURLSZero-shot=true, Publication=CVPR 20242024.11 | 40.99 | — | |
| PURLSSetting=II2025.07 | 40.99 | — | |
| PURLSType=Align, Venue=CVPR’242026.03 | 40.99 | — | |
| PURLSVenue=CVPR 20242026.04 | 40.99 | — | |
| SMIETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 40.2 | — | |
| SMIEVenue=ACMM2023, Zero-shot=true2026.04 | 40.2 | — | |
| SMIEZero-shot=true, Publication=ACM MM 20232024.11 | 40.18 | — | |
| SMIESetting=II2025.07 | 40.18 | — | |
| SMIEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 40.18 | — | |
| SMIEVenue=ACMMM 20232026.04 | 40.18 | — | |
| Universal-Skeleton2026.04 | 40.17 | — | |
| FS-VAETraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 38.7 | — | |
| FS-VAETraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 38.7 | — | |
| FS-VAETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 38.7 | — | |
| SMIETraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 38.1 | — | |
| FS-VAETraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 38 | — | |
| STARTraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 37.5 | — | |
| SMIETraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 36 | — | |
| STARTraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 35.3 | — | |
| NeuronTraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 34.1 | — | |
| SynSEZero-shot=true, Publication=ICIP 20212024.11 | 33.3 | — | |
| SynSESetting=II2025.07 | 33.3 | — | |
| SynSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 33.3 | — | |
| SynSEType=Align, Venue=ICIP’212026.03 | 33.3 | — | |
| SynSEVenue=ICIP2021, Zero-shot=true2026.04 | 33.3 | — | |
| SynSEVenue=ICIP 20212026.04 | 33.3 | — | |
| STARTraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 32.9 | — | |
| JPoSETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 32.6 | — | |
| TDSMTraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 32.1 | — | |
| SA-DAVETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 30.4 | — | |
| RelationNetSetting=II2025.07 | 30.06 | — | |
| RelationNetMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 30.06 | — | |
| RelationNetVenue=ICCV 20192026.04 | 30.06 | — | |
| SMIETraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 29.3 | — | |
| CADA-VAEVenue=CVPR2019, Zero-shot=true2026.04 | 29 | — | |
| CADA-VAEZero-shot=true, Publication=CVPR 20192024.11 | 28.96 | — | |
| CADA-VAESetting=II2025.07 | 28.96 | — | |
| CADA-VAEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 28.96 | — | |
| CADA-VAEType=Align, Venue=CVPRW’192026.03 | 28.96 | — | |
| CADA-VAEVenue=CVPR 20192026.04 | 28.96 | — | |
| JPoSEVenue=ICCV2019, Zero-shot=true2026.04 | 28.8 | — | |
| JPOSEZero-shot=true, Publication=ICCV 20192024.11 | 28.75 | — | |
| JPOSESetting=II2025.07 | 28.75 | — | |
| JPOSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 28.75 | — | |
| JPoSEType=Align, Venue=ICCV’192026.03 | 28.75 | — | |
| JPoSEVenue=ICCV 20192026.04 | 28.75 | — | |
| JPoSETraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 28.3 | — | |
| CADA-VAETraining Data Percentage=10%, Features=SynSE-based Shift-GCN2025.11 | 27.6 | — | |
| MotionLLMType=LLM, Venue=TPAMI’252026.03 | 26.98 | — | |
| CADA-VAETraining Data Percentage=50%, Features=SynSE-based Shift-GCN2025.11 | 26.8 | — | |
| CADA-VAETraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 26.4 | — | |
| JPoSETraining Data Percentage=5%, Features=SynSE-based Shift-GCN2025.11 | 25.8 | — | |
| DeViSESetting=II2025.07 | 24.51 | — | |
| DeViSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 24.51 | — | |
| DeViSEVenue=NeurIPS 20132026.04 | 24.51 | — | |
| CADA-VAETraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 24.3 | — | |
| JPoSETraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 23.8 | — | |
| NeuronTraining Data Percentage=1%, Features=SynSE-based Shift-GCN2025.11 | 20.7 | — |