Image Classification on ImageNet-A 1.0 (test)
63.01Top-1 AccuracyAWT
Evaluation Results
| Method | Links | |
|---|---|---|
| AWTShots=162024.07 | 63.01 | |
| PromptAlignShots=162024.07 | 59.37 | |
| TPT + CoCoOpShots=162024.07 | 58.47 | |
| DiffTPT + CoOpShots=162024.07 | 58.09 | |
| TPT + CoOpShots=162024.07 | 57.95 | |
| DiffTPT + CoCoOpShots=162024.07 | 52.56 | |
| MaPLeShots=162024.07 | 50.9 | |
| PromptSRCShots=162024.07 | 50.9 | |
| POMPShots=162024.07 | 50.83 | |
| KgCoOpShots=162024.07 | 50.69 | |
| CoCoOpShots=162024.07 | 50.63 | |
| CoOpShots=162024.07 | 49.71 | |
| ProGradShots=162024.07 | 49.39 | |
| PLOT++Shots=162024.07 | 47.05 | |
| GPSBackbone=ViT-B/162023.12 | 46.11 | |
| SSFBackbone=ViT-B/162023.12 | 45.88 | |
| AdapterBackbone=ViT-B/162023.12 | 42.21 | |
| Bias TuningBackbone=ViT-B/162023.12 | 42.12 | |
| VPT-DeepBackbone=ViT-B/162023.12 | 39.1 | |
| Full TuningBackbone=ViT-B/162023.12 | 34.49 | |
| Linear ProbingBackbone=ViT-B/162023.12 | 33.91 | |
| VPT-ShallowBackbone=ViT-B/162023.12 | 30.93 |