Image Classification on Stanford Cars (Base, Novel, and HM Accuracy Evaluation)
74.2Base AccuracyGalLoP + CAKI
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GalLoP + CAKIShots=42026.05 | 74.2 | 75.8 | 75 | |
| GalLoPShots=42026.05 | 74.1 | 75.2 | 74.7 | |
| PromptSRC + CAKIShots=42026.05 | 73.7 | 75.1 | 74.4 | |
| PromptSRCShots=42026.05 | 73.6 | 74.5 | 74.1 | |
| TCP + CAKIShots=42026.05 | 72.5 | 74.7 | 73.6 | |
| TCPShots=42026.05 | 71.4 | 74.1 | 72.7 | |
| CoOp + CAKIShots=42026.05 | 71.3 | 73.6 | 72.4 | |
| CoOpShots=42026.05 | 70.4 | 72.4 | 71.4 | |
| MaPLe + CAKIShots=42026.05 | 69.5 | 73.7 | 71.5 | |
| MaPLeShots=42026.05 | 69.3 | 73.4 | 71.3 | |
| CoCoOp + CAKIShots=42026.05 | 66.2 | 75.6 | 70.6 | |
| CoCoOpShots=42026.05 | 65.6 | 76.3 | 70.6 | |
| CLIPShots=42026.05 | 63.3 | 74.8 | 68.6 |