Action Recognition on HMDB51 (N-Shot Top-1 Accuracy)
78.21-Shot Top-1 AccCLIP-SPM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIP-SPMPre-training=CLIP-ViT-B2025.12 | 78.2 | 86.3 | 88.6 | |
| CLIP-SPMPre-training=CLIP-RN502025.12 | 77.4 | 82.6 | 84.5 | |
| CLIP-M2DFPre-training=CLIP-ViT-B2025.12 | 77 | 84.1 | 88 | |
| CLIP-MEIPre-training=CLIP-RN502025.12 | 76.4 | 83 | 84.9 | |
| CLIP-CPM2CPre-training=CLIP-ViT-B2025.12 | 75.9 | 84.4 | 88 | |
| CLIP-MEIPre-training=CLIP-ViT-B2025.12 | 75.9 | 85.9 | 88.5 | |
| CLIP-FSARPre-training=CLIP-ViT-B2025.12 | 75.8 | 84.1 | 87.7 | |
| STENPre-training=CLIP-ViT-B2025.12 | 69.9 | — | 81.6 | |
| CLIP-FSARPre-training=CLIP-RN502025.12 | 69.2 | 77.6 | 80.3 | |
| CLIP-M2DFPre-training=CLIP-RN502025.12 | 66.8 | 79.4 | 83 | |
| CLIP-CPM2CPre-training=CLIP-RN502025.12 | 66.3 | 78.4 | 81.2 | |
| TEAMPre-training=INet-RN502025.12 | 62.8 | — | 78.4 | |
| MoLoPre-training=INet-RN502025.12 | 60.8 | 72 | 77.4 | |
| HyRSMPre-training=INet-RN502025.12 | 60.3 | 71.7 | 76 | |
| DPNPre-training=INet-RN502025.12 | 60.2 | — | 76.6 | |
| TA2NPre-training=INet-RN502025.12 | 59.7 | — | 73.9 | |
| STENPre-training=CLIP-RN502025.12 | 59.1 | — | 78.1 | |
| MTFANPre-training=INet-RN502025.12 | 59 | — | 74.6 | |
| OTAMPre-training=INet-RN502025.12 | 54.5 | — | 66.1 | |
| STRMPre-training=INet-RN502025.12 | 54.1 | — | 77.3 | |
| TRXPre-training=INet-RN502025.12 | 52.9 | — | 75.6 | |
| HCRPre-training=INet-RN502025.12 | 48.6 | — | 63.8 |