Action Recognition on UAV-Human (CSv2)
78.1AccuracySkeletonAgent
Evaluation Results
| Method | Links | |
|---|---|---|
| SkeletonAgentYear=20252025.11 | 78.1 | |
| HDBNYear=20242025.11 | 75.4 | |
| HDBN2024.04 | 75.36 | |
| Skeleton MixFormerYear=20232025.11 | 74.2 | |
| TDSN-GCNYear=20252025.11 | 74.2 | |
| MixGCN2024.04 | 74.06 | |
| AL-GCNYear=20242025.11 | 74 | |
| Skeleton MixFormerSource=ACMMM'23, reproduced=true2024.04 | 73.47 | |
| MixFormer2024.04 | 73.47 | |
| TD-GCNYear=20232025.11 | 72.9 | |
| TD-GCNSource=TMM'24, reproduced=true2024.04 | 72.86 | |
| CTR-GCNSource=ICCV'21, reproduced=true2024.04 | 72.5 | |
| T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 70.8 | |
| FR-AGCNSource=Neuroc'222024.04 | 69.5 | |
| FR-AGCNYear=20222025.11 | 69.5 | |
| ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 69.5 | |
| T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 67.8 | |
| Shift-GCNSource=CVPR'202024.04 | 67.04 | |
| Shift-GCNModality=Skeleton2021.04 | 67.04 | |
| Shift-GCNYear=20202025.11 | 67 | |
| 2s-AGCNSource=CVPR'192024.04 | 66.68 | |
| 2S-AGCNModality=Skeleton2021.04 | 66.68 | |
| T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 60.1 | |
| ST-GCNSource=AAAI'182024.04 | 56.14 | |
| ST-GCNModality=Skeleton2021.04 | 56.14 | |
| ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 56.1 | |
| T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 43.4 | |
| Fisheye Video BaselineModality=Fisheye Video2021.04 | 34.12 | |
| I3DModality=RGB Video2021.04 | 29.53 | |
| UNIK(Backbone)Pre-train=None, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 4.1 |