Trustworthiness Prediction on ImageNet-C Defocus blur severity-level-5 (val)
31.83AccuracyCross Entropy (CE)
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Cross Entropy (CE)Loss=CE, Backbone=ViT2021.09 | 31.83 | 94.46 | 68.56 | 31.47 | 50.13 | 99.15 | 1.07 | |
| Focal LossLoss=Focal, Backbone=ViT2021.09 | 31.83 | 94.98 | 66.87 | 33.24 | 51.28 | 96.7 | 3.26 | |
| Trust Score (TCP)Loss=TCP, Backbone=ViT2021.09 | 31.83 | 93.5 | 64.67 | 36.05 | 54.27 | 96.71 | 4.35 | |
| Steep Slope Loss (SS)Loss=SS, Backbone=ViT2021.09 | 31.83 | 90.18 | 57.95 | 48.8 | 64.34 | 77.79 | 37.29 |