Few-shot Action Recognition on UCF101 (5-way 1-shot)
98.3AccuracyDIST
Evaluation Results
| Method | Links | |
|---|---|---|
| DISTPre-training=CLIP-ViT-B2026.02 | 98.3 | |
| CLIP-FSARPre-training=CLIP-ViT-B2026.02 | 96.6 | |
| TEAMPre-training=INet-ViT-B2026.02 | 94.5 | |
| CapFSARPre-training=BLIP-ViT-B2026.02 | 93.3 | |
| CLIP-FSARPre-training=CLIP-RN502026.02 | 91.3 | |
| MVP-shotPre-training=CLIP-ViT-B2026.02 | 91.3 | |
| CLIP-FreezePre-training=CLIP-ViT-B2026.02 | 89.7 | |
| MoLoPre-training=INet-RN502026.02 | 86 | |
| Lite-MKDPre-training=INet-RN502026.02 | 85.3 | |
| GgHMPre-training=INet-RN502026.02 | 85.2 | |
| AmeFu-NetPre-training=INet-RN502026.02 | 85.1 | |
| MTFANPre-training=INet-RN502026.02 | 84.8 | |
| HyRSMPre-training=INet-RN502026.02 | 83.9 | |
| HCLPre-training=INet-RN502026.02 | 82.6 | |
| TA2NPre-training=INet-RN502026.02 | 81.9 | |
| STRMPre-training=INet-RN502026.02 | 80.5 | |
| OTAMPre-training=INet-RN502026.02 | 79.9 | |
| TRXPre-training=INet-RN502026.02 | 78.2 | |
| ProtoNetPre-training=INet-RN502026.02 | 74 | |
| CPMPre-training=INet-RN502026.02 | 71.4 | |
| ARNPre-training=C3D2026.02 | 66.3 |