Classification on FGVC Aircraft (Base, Novel, HM)
42.96Accuracy (Base)2SFS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| 2SFSBackbone=ViT-B/16, Shots=8, Evaluation Protocol=base-to-novel generalization2025.03 | 42.96 | 36.39 | 39.4 | |
| MMABackbone=ViT-B/16, Shots=8, Evaluation Protocol=base-to-novel generalization2025.03 | 37.53 | 34.57 | 35.99 | |
| 2SFSBackbone=ViT-B/32, Shots=82025.03 | 35.47 | 30.35 | 32.71 | |
| MMABackbone=ViT-B/32, Shots=82025.03 | 28.63 | 27.67 | 28.14 | |
| CLIPBackbone=ViT-B/16, Shots=8, Evaluation Protocol=base-to-novel generalization2025.03 | 27.19 | 36.29 | 31.09 | |
| CLIPBackbone=ViT-B/32, Shots=82025.03 | 21.25 | 29.27 | 24.62 | |
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 0.5976 | 0.4359 | 0.5041 | |
| MMABackbone=ViT-L/14, Shots=162025.03 | 0.5 | 0.4247 | 0.4593 | |
| CLIPBackbone=ViT-L/14, Shots=Zero-shot2025.03 | 0.3752 | 0.4421 | 0.4059 |