Action Recognition on UAV-Human CS v1
52.1AccuracySkeletonAgent
Evaluation results
| Method | Links | |
|---|---|---|
| SkeletonAgentYear=20252025.11 | 52.1 | |
| Skeleton MixFormerYear=20232025.11 | 48.9 | |
| AL-GCNYear=20242025.11 | 48.8 | |
| HDBNYear=20242025.11 | 48 | |
| HDBN2024.04 | 47.95 | |
| TDSN-GCNYear=20252025.11 | 47.8 | |
| Skeleton MixFormerSource=ACMMM'23, reproduced=true2024.04 | 47.23 | |
| MixFormer2024.04 | 47.23 | |
| TSkel-MambaYear=Ours2025.12 | 47.2 | |
| MixGCN2024.04 | 46.73 | |
| CTR-GCNSource=ICCV'21, reproduced=true2024.04 | 45.6 | |
| TD-GCNSource=TMM'24, reproduced=true2024.04 | 45.43 | |
| TD-GCNYear=20232025.11 | 45.4 | |
| TD-GCNYear=TMM'242025.12 | 45.4 | |
| ACFL-CTRSource=ACMMM'222024.04 | 45.3 | |
| MKE-GCNYear=ICME'222025.12 | 44.6 | |
| ACFL-CTRYear=MM'222025.12 | 44.2 | |
| KoopmanYear=CVPR'232025.12 | 44.2 | |
| FR-AGCNYear=20222025.11 | 44 | |
| FR-AGCNSource=Neuroc'222024.04 | 43.98 | |
| CTR-GCNYear=ICCV'212025.12 | 43.4 | |
| Shift-GCNYear=20202025.11 | 38 | |
| Shift-GCNYear=CVPR'202025.12 | 38 | |
| Shift-GCNSource=CVPR'202024.04 | 37.98 | |
| Shift-GCNModality=Skeleton2021.04 | 37.98 | |
| HARD-NetSource=ECCV'202024.04 | 36.97 | |
| HARD-NetModality=Skeleton2021.04 | 36.97 | |
| 2s-AGCNSource=CVPR'192024.04 | 34.84 | |
| 2S-AGCNModality=Skeleton2021.04 | 34.84 | |
| 2s-AGCNYear=CVPR'192025.12 | 34.8 | |
| ST-GCNYear=AAAI'182025.12 | 30.3 | |
| ST-GCNSource=AAAI'182024.04 | 30.25 | |
| ST-GCNModality=Skeleton2021.04 | 30.25 | |
| DGNNSource=CVPR'192024.04 | 29.9 | |
| DGNNYear=CVPR'192025.12 | 29.9 | |
| DGNNModality=Skeleton2021.04 | 29.9 | |
| Night-vision Video BaselineModality=Night-vision Video2021.04 | 28.72 | |
| IR Video BaselineModality=IR Video2021.04 | 26.56 | |
| I3DModality=RGB Video2021.04 | 23.86 | |
| Guided Transformer NetworkModality=Fisheye Video, Configuration=Full Model2021.04 | 23.24 | |
| Depth Video BaselineModality=Depth Video2021.04 | 22.11 | |
| Fisheye Video + Guidance LossModality=Fisheye Video, Configuration=Guidance Loss2021.04 | 21.68 | |
| Fisheye Video + Video TransformerModality=Fisheye Video, Configuration=Video Transformer2021.04 | 21.49 | |
| Fisheye Video BaselineModality=Fisheye Video2021.04 | 20.76 |