Action Recognition on Kinetics (meta-test) (1-shot/5-shot)
985-shot AccuracySTAR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| STARPre-training=CLIP-ViT-B2026.05 | 98 | 97.3 | |
| TSAMPre-training=CLIP-ViT-B2026.05 | 97.2 | 96.4 | |
| STARPre-training=CLIP-RN502026.05 | 95.6 | 94 | |
| CLIP-FSARPre-training=CLIP-ViT-B2026.05 | 95.4 | 94.8 | |
| TSAMPre-training=CLIP-RN502026.05 | 93.5 | 93 | |
| MVP-ShotPre-training=CLIP-RN502026.05 | 93.2 | 90 | |
| CLIP-FSARPre-training=CLIP-RN502026.05 | 92 | 90.1 | |
| SA-CT(ViT)Pre-training=INet-ViT-B2026.05 | 91.2 | — | |
| MGCSMPre-training=INet-RN502026.05 | 88.2 | 74.2 | |
| SPRNPre-training=INet-RN502026.05 | 87.1 | 75.2 | |
| SA-CTPre-training=INet-RN502026.05 | 87.1 | 71.9 | |
| AmeFuNetPre-training=INet-RN502026.05 | 86.8 | 74.1 | |
| HyRSMPre-training=INet-RN502026.05 | 86.1 | 73.7 | |
| TRXPre-training=INet-RN502026.05 | 85.9 | 63.6 | |
| OTAMPre-training=INet-RN502026.05 | 85.8 | 73 | |
| MoLoPre-training=INet-RN502026.05 | 85.6 | 74 | |
| CMNPre-training=INet-RN502026.05 | 78.9 | 60.5 |