Trustworthiness Prediction on Stylized ImageNet (val)
0.1594AccuracyCross Entropy (CE)
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Cross Entropy (CE)Loss=CE, Backbone=ViT2021.09 | 0.1594 | 0.9552 | 0.8418 | 0.1586 | 0.4907 | 0.9999 | 0.02 | |
| Focal LossLoss=Focal, Backbone=ViT2021.09 | 0.1594 | 0.9596 | 0.859 | 0.143 | 0.4601 | 0.9971 | 0.25 | |
| Trust Score (TCP)Loss=TCP, Backbone=ViT2021.09 | 0.1594 | 0.9342 | 0.8017 | 0.2125 | 0.5729 | 0.9927 | 0 | |
| Steep Slope Loss (SS)Loss=SS, Backbone=ViT2021.09 | 0.1594 | 0.8938 | 0.7508 | 0.3439 | 0.6768 | 0.4442 | 81.22 |