Image Classification on ImageNet-1K (Error Rate and ECE)
18.93Error RateUncal
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UncalCalibration variant=+LB, Model=ViT-B/162025.06 | 18.93 | 5.54 | 5.55 | 5.61 | |
| TSCalibration variant=+LB, Model=ViT-B/162025.06 | 18.93 | 3.68 | 4.15 | 3.74 | |
| IBTS/PTSCalibration variant=Base, Model=ViT-B/162025.06 | 18.93 | 3.52 | 3.57 | 3.56 | |
| ETSCalibration variant=+LB, Model=ViT-B/162025.06 | 18.93 | 3.68 | 4.15 | 3.74 | |
| T&ACalibration variant=Base, Model=ViT-B/162025.06 | 18.93 | 5.54 | 5.54 | 5.61 | |
| T&ACalibration variant=+LB, Model=ViT-B/162025.06 | 18.93 | 5.54 | 5.54 | 5.61 | |
| UncalCalibration variant=Base, Model=ViT-B/162025.06 | 18.94 | 5.53 | 5.54 | 5.6 | |
| TSCalibration variant=Base, Model=ViT-B/162025.06 | 18.94 | 3.72 | 4.16 | 3.77 | |
| NCCalibration variant=Base, Model=ViT-B/162025.06 | 18.94 | 3.7 | 4.16 | 3.76 | |
| NCCalibration variant=+LB, Model=ViT-B/162025.06 | 18.94 | 3.69 | 4.08 | 3.75 | |
| FCModel=ViT-B/162025.06 | 18.94 | 5.54 | 5.55 | 5.61 | |
| ETSCalibration variant=Base, Model=ViT-B/162025.06 | 18.96 | 3.72 | 4.16 | 3.77 | |
| DPBModel=ViT-B/162025.06 | 19.03 | 7.69 | 7.69 | 7.69 | |
| DirCalibration variant=Base, Model=ViT-B/162025.06 | 19.17 | 5 | 5.1 | 5.07 | |
| DirCalibration variant=+LB, Model=ViT-B/162025.06 | 19.18 | 5.01 | 5.09 | 5.09 | |
| IBTS/PTSCalibration variant=+LB, Model=ViT-B/162025.06 | 19.4 | 2.61 | 2.64 | 2.64 |