Action Recognition on NTU-120 (110/10 split)
79.99Top-1 AccPGFA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PGFASetting=II2025.07 | 79.99 | — | — | — | |
| BSZSLModality=Text2024.11 | 77.69 | — | — | — | |
| SkeletonLLMType=MLLM2026.03 | 76.05 | — | — | — | |
| InfoCPLVenue=TMM 20252026.04 | 74.81 | — | — | — | |
| SCoPLeType=Align, Venue=CVPR’252026.03 | 74.53 | — | — | — | |
| ScoPLeVenue=CVPR 20252026.04 | 74.53 | — | — | — | |
| TDSMVenue=ICCV2025, Zero-shot=true2026.04 | 74.2 | — | — | — | |
| TDSMModality=Text, RGB2024.11 | 74.15 | — | — | — | |
| TDSMZero-shot=true, Number of trials=102024.11 | 74.15 | — | — | — | |
| TDSMType=Align, Venue=ICCV’252026.03 | 74.15 | — | — | — | |
| TDSMVenue=ICCV 20252026.04 | 74.15 | — | — | — | |
| SCALEVenue=-, Zero-shot=true2026.04 | 73.6 | — | — | — | |
| PURLSVenue=CVPR2024, Zero-shot=true2026.04 | 72 | — | — | — | |
| GZSSARVenue=ICIG 20232026.04 | 72 | — | — | — | |
| PURLSZero-shot=true, Publication=CVPR 20242024.11 | 71.95 | — | — | — | |
| PURLSSetting=II2025.07 | 71.95 | — | — | — | |
| PURLSType=Align, Venue=CVPR’242026.03 | 71.95 | — | — | — | |
| PURLSVenue=CVPR 20242026.04 | 71.95 | — | — | — | |
| NeuronVenue=CVPR 20252026.04 | 71.5 | — | — | — | |
| TDSMProtocol=SMIE, Zero-shot=true2024.11 | 69.47 | — | — | — | |
| SA-DVAEVenue=ECCV2024, Zero-shot=true2026.04 | 68.8 | — | — | — | |
| SA-DVAEZero-shot=true, Publication=ECCV 20242024.11 | 68.77 | — | — | — | |
| SA-DVAEVenue=ECCV 20242026.04 | 68.77 | — | — | — | |
| InternVL3-8BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 67.03 | — | — | — | |
| Universal-Skeleton2026.04 | 66.01 | — | — | — | |
| SMIEZero-shot=true, Publication=ACM MM 20232024.11 | 65.74 | — | — | — | |
| SMIESetting=II2025.07 | 65.74 | — | — | — | |
| SMIEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 65.74 | — | — | — | |
| SMIEVenue=ACMMM 20232026.04 | 65.74 | — | — | — | |
| SMIEVenue=ACMM2023, Zero-shot=true2026.04 | 65.7 | — | — | — | |
| STARZero-shot=true, Publication=ACM MM 20242024.11 | 63.3 | — | — | — | |
| STARVenue=ACMM2024, Zero-shot=true2026.04 | 63.3 | — | — | — | |
| STARVenue=ACMMM 20242026.04 | 63.3 | — | — | — | |
| Qwen2.5-VL-7BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 63.25 | — | — | — | |
| SynSEVenue=ICIP2021, Zero-shot=true2026.04 | 62.7 | — | — | — | |
| SynSEZero-shot=true, Publication=ICIP 20212024.11 | 62.69 | — | — | — | |
| SynSESetting=II2025.07 | 62.69 | — | — | — | |
| SynSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 62.69 | — | — | — | |
| SynSEType=Align, Venue=ICIP’212026.03 | 62.69 | — | — | — | |
| SynSEVenue=ICIP 20212026.04 | 62.69 | — | — | — | |
| CADA-VAEZero-shot=true, Publication=CVPR 20192024.11 | 59.53 | — | — | — | |
| CADA-VAESetting=II2025.07 | 59.53 | — | — | — | |
| CADA-VAEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 59.53 | — | — | — | |
| CADA-VAEType=Align, Venue=CVPRW’192026.03 | 59.53 | — | — | — | |
| CADA-VAEVenue=CVPR2019, Zero-shot=true2026.04 | 59.5 | — | — | — | |
| CADA-VAEVenue=CVPR 20192026.04 | 59.34 | — | — | — | |
| ReViSEZero-shot=true, Publication=ICCV 20172024.11 | 55.04 | — | — | — | |
| ReViSESetting=II2025.07 | 55.04 | — | — | — | |
| ReViSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 55.04 | — | — | — | |
| ReViSEType=Align, Venue=ICCV’172026.03 | 55.04 | — | — | — | |
| ReViSEVenue=ICCV 20172026.04 | 55.04 | — | — | — | |
| ReViSEVenue=ICCV2017, Zero-shot=true2026.04 | 55 | — | — | — | |
| RelationNetSetting=II2025.07 | 52.59 | — | — | — | |
| RelationNetMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 52.59 | — | — | — | |
| RelationNetVenue=ICCV 20192026.04 | 52.59 | — | — | — | |
| JPOSEZero-shot=true, Publication=ICCV 20192024.11 | 51.93 | — | — | — | |
| JPOSESetting=II2025.07 | 51.93 | — | — | — | |
| JPOSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 51.93 | — | — | — | |
| JPoSEType=Align, Venue=ICCV’192026.03 | 51.93 | — | — | — | |
| JPoSEVenue=ICCV 20192026.04 | 51.93 | — | — | — | |
| JPoSEVenue=ICCV2019, Zero-shot=true2026.04 | 51.9 | — | — | — | |
| SA-DVAEProtocol=SMIE, Zero-shot=true2024.11 | 50.67 | — | — | — | |
| MotionLLMType=LLM, Venue=TPAMI’252026.03 | 49.8 | — | — | — | |
| DeViSESetting=II2025.07 | 47.49 | — | — | — | |
| DeViSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 47.49 | — | — | — | |
| DeViSEVenue=NeurIPS 20132026.04 | 47.49 | — | — | — | |
| SynSEProtocol=SMIE, Zero-shot=true2024.11 | 47.28 | — | — | — | |
| JPOSEProtocol=SMIE, Zero-shot=true2024.11 | 46.69 | — | — | — | |
| SMIEProtocol=SMIE, Zero-shot=true2024.11 | 46.4 | — | — | — | |
| CADA-VAEProtocol=SMIE, Zero-shot=true2024.11 | 45.15 | — | — | — | |
| ReViSEProtocol=SMIE, Zero-shot=true2024.11 | 44.9 | — | — | — | |
| MotionGPTType=LLM, Venue=NeurIPS’232026.03 | 31.1 | — | — | — | |
| CADA-VAEGeneralized Zero-Shot Learning (GZSL)=true, Venue=CVPR 20192026.03 | — | 47.2 | 19.8 | 48.4 | |
| FS-VAEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICCV20252026.03 | — | 59.2 | 67.9 | 63.3 | |
| JPoSEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICCV 20192026.03 | — | 47.7 | 46.4 | 47 | |
| NeuronGeneralized Zero-Shot Learning (GZSL)=true, Venue=CVPR20252026.03 | — | 67.6 | 59.5 | 63.3 | |
| ReViSEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICCV 20172026.03 | — | 48.7 | 44.8 | 46.7 | |
| SA-DVAEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ECCV20242026.03 | — | 61.1 | 59.8 | 60.4 | |
| ScoPLeGeneralized Zero-Shot Learning (GZSL)=true, Venue=CVPR20252026.03 | — | 61.1 | 62.3 | 52.2 | |
| SkeletonContextGeneralized Zero-Shot Learning (GZSL)=true, Venue=n/a2026.03 | — | 61.1 | 65.5 | 63.1 | |
| STARGeneralized Zero-Shot Learning (GZSL)=true, Venue=ACMM20242026.03 | — | 59.9 | 52.7 | 56.1 | |
| SynSEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICIP20212026.03 | — | 52.5 | 57.6 | 54.9 |