Image Classification on Food-101 (test) (Calibration Metrics)
87.23AccuracyDiffTPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DiffTPTBackbone=ViT-B/162026.06 | 87.23 | — | — | — | |
| ComMemBackbone=ViT-B/162026.06 | 86.48 | — | — | — | |
| DPEBackbone=ViT-B/162026.06 | 86.17 | — | — | — | |
| TDABackbone=ViT-B/162026.06 | 86.14 | — | — | — | |
| DynaPromptBackbone=ViT-B/162026.06 | 85.42 | — | — | — | |
| CoOpBackbone=ViT-B/162026.06 | 85.3 | — | — | — | |
| TPSBackbone=ViT-B/162026.06 | 85.23 | — | — | — | |
| DMN-ZSBackbone=ViT-B/162026.06 | 85.08 | — | — | — | |
| TPTBackbone=ViT-B/162026.06 | 84.67 | — | — | — | |
| CLIPBackbone=ViT-B/162026.06 | 83.65 | — | — | — | |
| EnsembleBackbone=ViT-B/162026.06 | 82.86 | — | — | — | |
| DiffTPTBackbone=ResNet-502026.06 | 79.21 | — | — | — | |
| CE+TSBackbone=ResNet-342026.04 | 78.38 | 2.26 | 2.27 | 0.24 | |
| CEBackbone=ResNet-342026.04 | 78.34 | 7.28 | 7.28 | 0.22 | |
| BrierBackbone=ResNet-34, Training Protocol=standard, Epochs=3002026.04 | 78.31 | 0.0308 | 0.0299 | 0.23 | |
| CE+VSBackbone=ResNet-342026.04 | 78.21 | 2.08 | 2.09 | 0.24 | |
| ComMemBackbone=ResNet-502026.06 | 78.04 | — | — | — | |
| DPEBackbone=ResNet-502026.06 | 77.83 | — | — | — | |
| TDABackbone=ResNet-502026.06 | 77.75 | — | — | — | |
| SocratesBackbone=ResNet-34, Training Protocol=standard, Epochs=3002026.04 | 77.72 | 0.0081 | 0.0082 | 0.23 | |
| SocratesBackbone=ResNet-342026.04 | 77.72 | 0.81 | 0.82 | 0.23 | |
| Socrates+TSBackbone=ResNet-342026.04 | 77.68 | 7.34 | 7.34 | 0.28 | |
| Socrates+VSBackbone=ResNet-342026.04 | 77.66 | 1.72 | 1.83 | 0.23 | |
| DMN-ZSBackbone=ResNet-502026.06 | 76.7 | — | — | — | |
| DynaPromptBackbone=ResNet-502026.06 | 75.73 | — | — | — | |
| CoOpBackbone=ResNet-502026.06 | 75.59 | — | — | — | |
| MCBackbone=ResNet-34, Training Protocol=standard, Epochs=3002026.04 | 75.39 | 0.0675 | 0.0674 | 0.24 | |
| FLSDBackbone=ResNet-34, Training Protocol=standard, Epochs=3002026.04 | 74.91 | 0.0327 | 0.0322 | 0.26 | |
| TPTBackbone=ResNet-502026.06 | 74.88 | — | — | — | |
| EnsembleBackbone=ResNet-502026.06 | 74.82 | — | — | — | |
| CLIPBackbone=ResNet-502026.06 | 73.97 | — | — | — | |
| CCL-SCBackbone=ResNet-34, Training Protocol=standard, Epochs=3002026.04 | 73.61 | 0.0661 | 0.066 | 0.27 | |
| FocalBackbone=ResNet-34, Training Protocol=standard, Epochs=3002026.04 | 72.2 | 0.0083 | 0.0086 | 0.3 | |
| Socrates+MSBackbone=ResNet-342026.04 | 63.92 | 35.65 | 35.65 | 0.69 | |
| CE+MSBackbone=ResNet-342026.04 | 48.71 | 34.93 | 34.93 | 0.68 | |
| SATBackbone=ResNet-34, Training Protocol=standard, Epochs=3002026.04 | 13.54 | 0.8098 | 0.8098 | 1.59 |