Image Classification Calibration on Tiny-ImageNet (test)
0.0162ECEMbLS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MbLSBackbone=ResNet-1012021.11 | 0.0162 | 0.0168 | — | |
| MbLSBackbone=ResNet-502021.11 | 0.0164 | 0.0173 | — | |
| MbLS (m=0)Backbone=ResNet-101, margin=02021.11 | 0.0189 | 0.0195 | — | |
| LSBackbone=ResNet-1012021.11 | 0.022 | 0.0221 | — | |
| MbLS (m=0)Backbone=ResNet-50, margin=02021.11 | 0.025 | 0.0258 | — | |
| FLBackbone=ResNet-1012021.11 | 0.0255 | 0.0244 | — | |
| CSAMBackbone=ResNet-182025.05 | 0.0275 | — | — | |
| FLSDBackbone=ResNet-502021.11 | 0.0291 | 0.0295 | — | |
| FLBackbone=ResNet-502021.11 | 0.0296 | 0.0312 | — | |
| LSBackbone=ResNet-502021.11 | 0.0317 | 0.0316 | — | |
| SAMBackbone=ResNet-182025.05 | 0.0346 | — | — | |
| CEBackbone=ResNet-502021.11 | 0.0373 | 0.0369 | — | |
| ECPBackbone=ResNet-502021.11 | 0.04 | 0.0392 | — | |
| MIT-LBackbone=ResNet-182025.05 | 0.0409 | — | — | |
| FLBackbone=ResNet-182025.05 | 0.0435 | — | — | |
| ECPBackbone=ResNet-1012021.11 | 0.0468 | 0.0466 | — | |
| FLSDBackbone=ResNet-1012021.11 | 0.0491 | 0.0491 | — | |
| CEBackbone=ResNet-1012021.11 | 0.0497 | 0.0497 | — | |
| CEBackbone=ResNet-182025.05 | 0.0765 | — | — | |
| MMCEBackbone=ResNet-182025.05 | 0.0934 | — | — | |
| MixupBackbone=ResNet-182025.05 | 0.1081 | — | — | |
| AdaFocalBackbone=ResNet-182025.05 | 0.1171 | — | — | |
| DualFocalBackbone=ResNet-182025.05 | 0.163 | — | — | |
| AdaFocalBackbone=ResNet-182025.05 | — | — | 0.23 | |
| CEBackbone=ResNet-182025.05 | — | — | 0.21 | |
| CSAMBackbone=ResNet-182025.05 | — | — | 0.19 | |
| DualFocalBackbone=ResNet-182025.05 | — | — | 0.24 | |
| FLBackbone=ResNet-182025.05 | — | — | 0.19 | |
| MIT-LBackbone=ResNet-182025.05 | — | — | 0.19 | |
| MixupBackbone=ResNet-182025.05 | — | — | 0.21 | |
| MMCEBackbone=ResNet-182025.05 | — | — | 0.21 | |
| SAMBackbone=ResNet-182025.05 | — | — | 0.19 |