Few-Shot Image Classification on FGVC Aircraft (test)
62.1Top-1 Accuracy+HFM
Evaluation Results
| Method | Links | |
|---|---|---|
| +HFMShots=162026.02 | 62.1 | |
| +FMAShots=162026.02 | 57.8 | |
| CLIP-LoRAShots=162026.02 | 54.7 | |
| PLOT++Shots=162026.02 | 46.7 | |
| TIP-AdapterShots=162026.02 | 44.6 | |
| +HFMShots=42026.02 | 43.5 | |
| CoOpShots=162026.02 | 43.3 | |
| ProGradShots=162026.02 | 43 | |
| +FMAShots=42026.02 | 40.3 | |
| CLIP-LoRAShots=42026.02 | 38.8 | |
| KgCoOpShots=162026.02 | 36.5 | |
| TIP-AdapterShots=42026.02 | 35.7 | |
| PLOT++Shots=42026.02 | 35.3 | |
| CLIP-AdapterShots=162026.02 | 34.2 | |
| ProGradShots=42026.02 | 34.1 | |
| CoCoOpShots=162026.02 | 33.8 | |
| +HFMShots=12026.02 | 32.2 | |
| KgCoOpShots=42026.02 | 32.2 | |
| CoOpShots=42026.02 | 30.9 | |
| CoCoOpShots=42026.02 | 30.6 | |
| ProGradShots=12026.02 | 28.9 | |
| TIP-AdapterShots=12026.02 | 28.8 | |
| PLOT++Shots=12026.02 | 28.6 | |
| +FMAShots=12026.02 | 28.3 | |
| CoCoOpShots=12026.02 | 28.1 | |
| CLIP-LoRAShots=12026.02 | 28 | |
| CLIP-AdapterShots=42026.02 | 27.9 | |
| KgCoOpShots=12026.02 | 26.8 | |
| CLIP-AdapterShots=12026.02 | 25.2 | |
| CLIPShots=02026.02 | 24.8 | |
| CoOpShots=12026.02 | 20.8 |