Action Recognition on PKU-MMD 46/5 I (Xsub)
79.1AccuracyFlora
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FloraVenue=This work, Skeleton Features=STAR-based Shift-GCN2025.11 | 79.1 | 76 | 65.9 | 70.6 | |
| STAR++Venue=TCSVT 2026, Skeleton Features=STAR-based Shift-GCN2025.11 | 77.1 | 69.9 | 73.5 | 71.7 | |
| STAR++Venue=TCSVT 2026, Skeleton Features=STAR-based Shift-GCN2025.11 | 76.6 | 72.2 | 69 | 70.6 | |
| Florafeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 76.5 | — | — | 68.4 | |
| STARVenue=ACMMM 2024, Skeleton Features=STAR-based Shift-GCN2025.11 | 76.3 | 59.1 | 72.3 | 65 | |
| FloraVenue=This work, Skeleton Features=STAR-based Shift-GCN2025.11 | 76.3 | 76 | 71.4 | 73.7 | |
| STARVenue=ACMMM 2024, Skeleton Features=STAR-based Shift-GCN2025.11 | 75.4 | 73.5 | 72.2 | 72.8 | |
| CADA-VAEVenue=CVPR 2019, Skeleton Features=STAR-based Shift-GCN2025.11 | 74.5 | 79.9 | 61.5 | 69.5 | |
| Neuronfeature_extractor=Shift-GCN, fusion_mode=two-stream2025.11 | 74.4 | — | — | 69.2 | |
| CADA-VAEVenue=CVPR 2019, Skeleton Features=STAR-based Shift-GCN2025.11 | 73.9 | 76.2 | 51.8 | 61.7 | |
| STAR++feature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 73.6 | — | — | 68.3 | |
| SMIEVenue=ACMMM 2023, Skeleton Features=STAR-based Shift-GCN2025.11 | 72.9 | — | — | — | |
| SynSEVenue=ICIP 2021, Skeleton Features=STAR-based Shift-GCN2025.11 | 71.7 | 69.9 | 51.1 | 59 | |
| SMIEVenue=ACMMM 2023, Skeleton Features=STAR-based Shift-GCN2025.11 | 71.6 | — | — | — | |
| FloraProtocol=ZSL, Features=ST-GCN2025.11 | 71.6 | — | — | — | |
| SCoPLeProtocol=ZSL, Features=ST-GCN2025.11 | 71.4 | — | — | — | |
| FS-VAEProtocol=ZSL, Features=ST-GCN2025.11 | 71.2 | — | — | — | |
| TDSMProtocol=ZSL, Features=ST-GCN2025.11 | 70.8 | — | — | — | |
| STARfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 70.6 | — | — | 67.1 | |
| SynSEVenue=ICIP 2021, Skeleton Features=STAR-based Shift-GCN2025.11 | 69.5 | 77.8 | 40.2 | 53 | |
| SA-DAVEProtocol=ZSL, Features=ST-GCN2025.11 | 66.5 | — | — | — | |
| SMIEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 66.4 | — | — | — | |
| SynSEProtocol=ZSL, Features=ST-GCN2025.11 | 60.8 | — | — | — | |
| SMIEProtocol=ZSL, Features=ST-GCN2025.11 | 60.8 | — | — | — | |
| CADA-VAEProtocol=ZSL, Features=ST-GCN2025.11 | 60.7 | — | — | — | |
| FloraProtocol=GZSL, Features=ST-GCN2025.11 | 59.5 | — | — | — | |
| ReViSEProtocol=ZSL, Features=ST-GCN2025.11 | 59.3 | — | — | — | |
| FS-VAEProtocol=GZSL, Features=ST-GCN2025.11 | 59 | — | — | — | |
| JPoSEVenue=ICCV 2019, Skeleton Features=STAR-based Shift-GCN2025.11 | 57.4 | 67 | 43 | 52.4 | |
| JPoSEProtocol=ZSL, Features=ST-GCN2025.11 | 57.2 | — | — | — | |
| SCoPLeProtocol=GZSL, Features=ST-GCN2025.11 | 54.9 | — | — | — | |
| SA-DAVEProtocol=GZSL, Features=ST-GCN2025.11 | 54.7 | — | — | — | |
| ReViSEVenue=ICCV 2017, Skeleton Features=STAR-based Shift-GCN2025.11 | 54.2 | 44.9 | 34.5 | 39.1 | |
| ReViSEVenue=ICCV 2017, Skeleton Features=STAR-based Shift-GCN2025.11 | 54.1 | 50.7 | 39.9 | 44.6 | |
| JPoSEVenue=ICCV 2019, Skeleton Features=STAR-based Shift-GCN2025.11 | 53.1 | 72.9 | 42.5 | 53.7 | |
| JPoSEProtocol=GZSL, Features=ST-GCN2025.11 | 51.6 | — | — | — | |
| ReViSEProtocol=GZSL, Features=ST-GCN2025.11 | 49.8 | — | — | — | |
| SynSEProtocol=GZSL, Features=ST-GCN2025.11 | 49.5 | — | — | — | |
| CADA-VAEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 49 | — | — | 52.7 | |
| ReViSEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 48.7 | — | — | 32.8 | |
| CADA-VAEProtocol=GZSL, Features=ST-GCN2025.11 | 45.8 | — | — | — | |
| SynSEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 43.5 | — | — | 40.4 | |
| JPoSEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 39.2 | — | — | 31.7 |