Image Classification on StanfordCars (test)
85.9Base AccuracyAPP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| APP2025.11 | 85.9 | 69.5 | 76.8 | |
| MMRL*re-run=true2025.11 | 81.23 | 75 | 77.99 | |
| MMRL* + ReBaPLre-run=true, distance metric=Wasserstein distance2025.11 | 81.2 | 75.37 | 78.17 | |
| CLIP+LPShots=16, Evaluation Protocol=Linear Probing2023.08 | 78.6 | 65.5 | 71.45 | |
| CoOpShots=162023.08 | 78.12 | 60.4 | 68.13 | |
| CoOpShots=162024.02 | 78.12 | 60.4 | 68.13 | |
| CoOp2025.11 | 78.12 | 60.4 | 68.13 | |
| PromptSRC*re-run=true2025.11 | 77.93 | 75.5 | 76.7 | |
| MaPLe* + ReBaPLre-run=true, distance metric=MMD2025.11 | 74.73 | 74.57 | 74.65 | |
| RPOShots=162023.08 | 73.87 | 75.53 | 74.69 | |
| BPLShots=162024.02 | 73.23 | — | — | |
| Any-shift PromptingShots=162024.02 | 73.05 | 75.83 | 74.41 | |
| MaPLeShots=162024.02 | 72.94 | 74 | 73.47 | |
| MaPLe*re-run=true2025.11 | 72.45 | 74.9 | 73.65 | |
| CoCoOpShots=162023.08 | 70.49 | 73.59 | 72.01 | |
| CoCoOpShots=162024.02 | 70.49 | 73.59 | 72.01 | |
| CoCoOp2025.11 | 70.49 | 73.59 | 72.01 | |
| CLIPEvaluation Protocol=Zero-shot2023.08 | 63.37 | 74.89 | 68.65 | |
| CLIPShots=162024.02 | 63.37 | 74.89 | 68.65 | |
| CLIP2025.11 | 63.37 | 74.89 | 68.65 |