Few-shot Action Recognition on HMDB51 5-way K-shot (test)
88.6Accuracy (5-shot)HR2G-shot
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HR2G-shotPre-training=CLIP-ViT-B2025.04 | 88.6 | 85.6 | 87.9 | |
| MVP-shotPre-training=CLIP-ViT-B2025.04 | 88.1 | 77 | — | |
| MA-FSARPre-training=CLIP-ViT-B2025.04 | 87.9 | 83.4 | — | |
| CLIP-FSARPre-training=CLIP-ViT-B2025.04 | 87.7 | 77.1 | 84.1 | |
| EMP-NetPre-training=CLIP-ViT-B2025.04 | 85.8 | 76.8 | — | |
| TEAMPre-training=INet-ViT-B2025.04 | 85.5 | 70.9 | — | |
| CLIP-FSARPre-training=CLIP-RN502025.04 | 80.3 | 69.2 | 77.6 | |
| CapFSARPre-training=CLIP-ViT-B2025.04 | 78.6 | 65.2 | — | |
| SloshNetPre-training=INet-RN502025.04 | 77.5 | — | — | |
| MoLoPre-training=INet-RN502025.04 | 77.4 | 60.8 | 72 | |
| STRMPre-training=INet-RN502025.04 | 77.3 | 52.3 | 67.4 | |
| CLIP-FreezePre-training=CLIP-ViT-B2025.04 | 77 | 58.2 | 72.7 | |
| GgHMPre-training=INet-RN502025.04 | 76.9 | 61.2 | — | |
| A2M2-NetPre-training=INet-RN502025.04 | 76.6 | 61.8 | 73.4 | |
| HCLPre-training=INet-RN502025.04 | 76.3 | 59.1 | 71.2 | |
| HyRSMPre-training=INet-RN502025.04 | 76 | 60.3 | 71.7 | |
| TRXPre-training=INet-RN502025.04 | 75.6 | 53.1 | 66.8 | |
| AmeFuNetPre-training=INet-RN502025.04 | 75.5 | 60.2 | — | |
| MTFANPre-training=INet-RN502025.04 | 74.6 | 59 | — | |
| TA2NPre-training=INet-RN502025.04 | 73.9 | 59.7 | — |