Action Recognition on NTU 60 (55/5 split)
88.88Top-1 AccTDSM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TDSMProtocol=SMIE, Zero-shot=true2024.11 | 88.88 | — | |
| SkeletonLLMType=MLLM2026.03 | 87.37 | — | |
| NeuronVenue=CVPR 20252026.04 | 86.9 | — | |
| TDSMModality=Text, RGB2024.11 | 86.49 | — | |
| TDSMZero-shot=true, Number of trials=102024.11 | 86.49 | — | |
| TDSMType=Align, Venue=ICCV’252026.03 | 86.49 | — | |
| TDSMVenue=ICCV 20252026.04 | 86.49 | — | |
| InfoCPLVenue=TMM 20252026.04 | 85.91 | — | |
| SA-DVAEProtocol=SMIE, Zero-shot=true2024.11 | 84.2 | — | |
| SCoPLeType=Align, Venue=CVPR’252026.03 | 84.1 | — | |
| ScoPLeVenue=CVPR 20252026.04 | 84.1 | — | |
| GZSSARVenue=ICIG 20232026.04 | 83.3 | — | |
| BSZSLModality=Text2024.11 | 83.04 | — | |
| SA-DVAEZero-shot=true, Publication=ECCV 20242024.11 | 82.37 | — | |
| SA-DVAEVenue=ECCV 20242026.04 | 82.37 | — | |
| STARZero-shot=true, Publication=ACM MM 20242024.11 | 81.4 | — | |
| STARVenue=ACMMM 20242026.04 | 81.4 | — | |
| PGFASetting=II2025.07 | 80.26 | — | |
| Universal-Skeleton2026.04 | 80.04 | — | |
| InternVL3-8BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 79.66 | — | |
| PURLSZero-shot=true, Publication=CVPR 20242024.11 | 79.23 | — | |
| PURLSSetting=II2025.07 | 79.23 | — | |
| PURLSType=Align, Venue=CVPR’242026.03 | 79.23 | — | |
| PURLSVenue=CVPR 20242026.04 | 79.23 | — | |
| SkeletonContextGeneralized Zero-Shot Learning (GZSL)=true, Venue=n/a2026.03 | 78.3 | 77.1 | |
| SMIEZero-shot=true, Publication=ACM MM 20232024.11 | 77.98 | — | |
| SMIESetting=II2025.07 | 77.98 | — | |
| SMIEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 77.98 | — | |
| SMIEVenue=ACMMM 20232026.04 | 77.98 | — | |
| STARProtocol=SMIE, Zero-shot=true2024.11 | 77.5 | — | |
| FS-VAEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICCV20252026.03 | 77 | 75.7 | |
| CADA-VAEZero-shot=true, Publication=CVPR 20192024.11 | 76.84 | — | |
| CADA-VAESetting=II2025.07 | 76.84 | — | |
| CADA-VAEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 76.84 | — | |
| CADA-VAEType=Align, Venue=CVPRW’192026.03 | 76.84 | — | |
| CADA-VAEVenue=CVPR 20192026.04 | 76.84 | — | |
| Qwen2.5-VL-7BType=MLLM, Finetuning=MQA for 6 epochs, Skeleton visualization=fixed2026.03 | 76.08 | — | |
| SynSEZero-shot=true, Publication=ICIP 20212024.11 | 75.81 | — | |
| SynSESetting=II2025.07 | 75.81 | — | |
| SynSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 75.81 | — | |
| SynSEType=Align, Venue=ICIP’212026.03 | 75.81 | — | |
| SynSEVenue=ICIP 20212026.04 | 75.81 | — | |
| ReViSEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICCV 20172026.03 | 74.2 | 29.2 | |
| ScoPLeGeneralized Zero-Shot Learning (GZSL)=true, Venue=CVPR20252026.03 | 69.6 | 70.8 | |
| CADA-VAEGeneralized Zero-Shot Learning (GZSL)=true, Venue=CVPR 20192026.03 | 69.4 | 65.4 | |
| NeuronGeneralized Zero-Shot Learning (GZSL)=true, Venue=CVPR20252026.03 | 69.1 | 71.4 | |
| STARGeneralized Zero-Shot Learning (GZSL)=true, Venue=ACMM20242026.03 | 69 | 69.4 | |
| SMIEProtocol=SMIE, Zero-shot=true2024.11 | 65.08 | — | |
| JPOSEZero-shot=true, Publication=ICCV 20192024.11 | 64.82 | — | |
| JPOSESetting=II2025.07 | 64.82 | — | |
| JPOSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 64.82 | — | |
| JPoSEType=Align, Venue=ICCV’192026.03 | 64.82 | — | |
| JPoSEVenue=ICCV 20192026.04 | 64.82 | — | |
| JPoSEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICCV 20192026.03 | 64.4 | 56.5 | |
| SynSEProtocol=SMIE, Zero-shot=true2024.11 | 64.19 | — | |
| SA-DVAEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ECCV20242026.03 | 62.3 | 66.3 | |
| CADA-VAEProtocol=SMIE, Zero-shot=true2024.11 | 61.84 | — | |
| SynSEGeneralized Zero-Shot Learning (GZSL)=true, Venue=ICIP20212026.03 | 61.3 | 59 | |
| ReViSEProtocol=SMIE, Zero-shot=true2024.11 | 60.94 | — | |
| DeViSESetting=II2025.07 | 60.72 | — | |
| DeViSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 60.72 | — | |
| DeViSEVenue=NeurIPS 20132026.04 | 60.72 | — | |
| JPOSEProtocol=SMIE, Zero-shot=true2024.11 | 59.44 | — | |
| ReViSEVenue=ICCV 20172026.04 | 59.31 | — | |
| ReViSEZero-shot=true, Publication=ICCV 20172024.11 | 53.91 | — | |
| ReViSESetting=II2025.07 | 53.91 | — | |
| ReViSEMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 53.91 | — | |
| ReViSEType=Align, Venue=ICCV’172026.03 | 53.91 | — | |
| MotionLLMType=LLM, Venue=TPAMI’252026.03 | 50.24 | — | |
| RelationNetSetting=II2025.07 | 40.12 | — | |
| RelationNetMode=Zero-shot, Visual Feature Extractor=Shift-GCN, Semantic Feature Extractor=Sentence-Bert2023.08 | 40.12 | — | |
| RelationNetVenue=ICCV 20192026.04 | 40.12 | — | |
| MotionGPTType=LLM, Venue=NeurIPS’232026.03 | 29.88 | — |