Image Classification on Stanford Cars (Accuracy and Contrastiveness)
92.1AccuracyDense Resnet50
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Dense Resnet50Compactness=-2025.11 | 92.1 | 75.1 | |
| CHiQPMCompactness=+2025.11 | 91.9 | 100 | |
| QPMCompactness=+2025.11 | 91.8 | 97.7 | |
| Q-SENNCompactness=+2025.11 | 91.5 | 94.2 | |
| SLDD-ModelCompactness=+2025.11 | 91.1 | 89.7 | |
| ProtoPoolCompactness=◦2025.11 | 87.5 | 78.9 | |
| glm-saga5Compactness=◦2025.11 | 86.8 | 74.5 | |
| PIP-NetCompactness=◦2025.11 | 86.5 | 99.5 | |
| SCANShot=162025.05 | 83.38 | — | |
| SCANShot=82025.05 | 79.28 | — | |
| SimNLShot=162025.05 | 77.48 | — | |
| TaskResShot=162025.05 | 76.83 | — | |
| Tip-Adapter-FShot=162025.05 | 75.5 | — | |
| CLIP-AdapterShot=162025.05 | 74.12 | — | |
| SCANShot=42025.05 | 73.76 | — | |
| CoOpShot=162025.05 | 72.51 | — | |
| SimNLShot=82025.05 | 72.08 | — | |
| TaskResShot=82025.05 | 71.83 | — | |
| SCANShot=22025.05 | 69.87 | — | |
| Tip-Adapter-FShot=82025.05 | 69.53 | — | |
| CoOpShot=82025.05 | 68.49 | — | |
| SimNLShot=42025.05 | 67.96 | — | |
| CLIP-AdapterShot=82025.05 | 67.78 | — | |
| TaskResShot=42025.05 | 67.43 | — | |
| SCANShot=12025.05 | 66.04 | — | |
| Tip-Adapter-FShot=42025.05 | 64.82 | — | |
| SimNLShot=22025.05 | 64.77 | — | |
| TaskResShot=22025.05 | 63.7 | — | |
| CLIP-AdapterShot=42025.05 | 62.26 | — | |
| CoCoOpShot=162025.05 | 62.22 | — | |
| Tip-Adapter-FShot=22025.05 | 62.05 | — | |
| CoOpShot=42025.05 | 61.92 | — | |
| SimNLShot=12025.05 | 61.34 | — | |
| CoCoOpShot=82025.05 | 60.87 | — | |
| CoCoOpShot=42025.05 | 59.9 | — | |
| TaskResShot=12025.05 | 59.13 | — | |
| CLIP-AdapterShot=22025.05 | 58.71 | — | |
| Tip-Adapter-FShot=12025.05 | 58.51 | — | |
| CoCoOpShot=22025.05 | 58.28 | — | |
| CoOpShot=22025.05 | 58.1 | — | |
| CoCoOpShot=12025.05 | 57.22 | — | |
| CoOpShot=12025.05 | 55.48 | — | |
| CLIP-AdapterShot=12025.05 | 55.14 | — | |
| CLIPShot=02025.05 | 54.26 | — |