Image Classification on ImageNet-R 1.0 (test)
0.603AccuracyDeYO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeYOBackbone=ViTBase-LN, Batch Size=12024.03 | 0.603 | — | |
| GPSBackbone=ViT-B/162023.12 | 0.57 | — | |
| SSFBackbone=ViT-B/162023.12 | 0.5677 | — | |
| Bias TuningBackbone=ViT-B/162023.12 | 0.5594 | — | |
| AdapterBackbone=ViT-B/162023.12 | 0.5413 | — | |
| VPT-ShallowBackbone=ViT-B/162023.12 | 0.5372 | — | |
| VPT-DeepBackbone=ViT-B/162023.12 | 0.5354 | — | |
| Linear ProbingBackbone=ViT-B/162023.12 | 0.5287 | — | |
| SARBackbone=ViTBase-LN, Batch Size=12024.03 | 0.52 | — | |
| Full TuningBackbone=ViT-B/162023.12 | 0.5129 | — | |
| TentBackbone=ViTBase-LN, Batch Size=12024.03 | 0.504 | — | |
| DeYOBackbone=ResNet-50-GN, Batch Size=12024.03 | 0.484 | — | |
| EATABackbone=ViTBase-LN, Batch Size=12024.03 | 0.467 | — | |
| TentBackbone=ResNet-50-GN, Batch Size=12024.03 | 0.443 | — | |
| No Adapt.Backbone=ViTBase-LN, Batch Size=12024.03 | 0.431 | — | |
| SARBackbone=ResNet-50-GN, Batch Size=12024.03 | 0.431 | — | |
| EATABackbone=ResNet-50-GN, Batch Size=12024.03 | 0.418 | — | |
| No Adapt.Backbone=ResNet-50-GN, Batch Size=12024.03 | 0.408 | — | |
| AWTShots=162024.07 | — | 0.812 | |
| CoCoOpShots=162024.07 | — | 0.7618 | |
| CoOpShots=162024.07 | — | 0.7521 | |
| DiffTPT + CoCoOpShots=162024.07 | — | 0.753 | |
| DiffTPT + CoOpShots=162024.07 | — | 0.739 | |
| KgCoOpShots=162024.07 | — | 0.767 | |
| MaPLeShots=162024.07 | — | 0.7698 | |
| PLOT++Shots=162024.07 | — | 0.7427 | |
| POMPShots=162024.07 | — | 0.7737 | |
| ProGradShots=162024.07 | — | 0.7458 | |
| PromptAlignShots=162024.07 | — | 0.7933 | |
| PromptSRCShots=162024.07 | — | 0.778 | |
| TPT + CoCoOpShots=162024.07 | — | 0.7865 | |
| TPT + CoOpShots=162024.07 | — | 0.7727 |