Few-shot Action Recognition on UCF101 5-way K-shot (test)
99.3Accuracy (5-shot)HR2G-shot
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HR2G-shotPre-training=CLIP-ViT-B2025.04 | 99.3 | 98 | 99 | |
| MA-FSARPre-training=CLIP-ViT-B2025.04 | 99.2 | 97.2 | — | |
| CLIP-FSARPre-training=CLIP-ViT-B2025.04 | 99.1 | 97 | 98.4 | |
| MVP-shotPre-training=CLIP-ViT-B2025.04 | 99 | 96.8 | — | |
| TEAMPre-training=INet-ViT-B2025.04 | 98.8 | 94.5 | — | |
| EMP-NetPre-training=CLIP-ViT-B2025.04 | 98.2 | 94.3 | — | |
| CapFSARPre-training=CLIP-ViT-B2025.04 | 97.8 | 93.3 | — | |
| SloshNetPre-training=INet-RN502025.04 | 97.1 | — | — | |
| CLIP-FSARPre-training=CLIP-RN502025.04 | 97 | 91.3 | 95.1 | |
| STRMPre-training=INet-RN502025.04 | 96.9 | 80.5 | 92.7 | |
| GgHMPre-training=INet-RN502025.04 | 96.3 | 85.2 | — | |
| TRXPre-training=INet-RN502025.04 | 96.1 | 78.2 | 92.4 | |
| A2M2-NetPre-training=INet-RN502025.04 | 95.8 | 86.1 | 94 | |
| CLIP-FreezePre-training=CLIP-ViT-B2025.04 | 95.7 | 89.7 | 94.3 | |
| AmeFuNetPre-training=INet-RN502025.04 | 95.5 | 85.1 | — | |
| MoLoPre-training=INet-RN502025.04 | 95.5 | 86 | 93.5 | |
| TA2NPre-training=INet-RN502025.04 | 95.1 | 81.9 | — | |
| MTFANPre-training=INet-RN502025.04 | 95.1 | 84.8 | — | |
| HyRSMPre-training=INet-RN502025.04 | 94.7 | 83.9 | 93 | |
| HCLPre-training=INet-RN502025.04 | 94.5 | 82.6 | 91 |