Selective Prediction on Diabetic Retinopathy (DR) grading patient-stratified (test)
0.65AUSC (Critical FNR)Sale_EU_crit
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Sale_EU_critFamily=Per-class var., Backbone=Bayesian EfficientNet-B4, Stochastic forward passes (S)=302026.02 | 0.65 | 40.9 | |
| MaxProbFamily=Scalar, Backbone=Bayesian EfficientNet-B4, Stochastic forward passes (S)=302026.02 | 0.639 | 43.9 | |
| Var_critFamily=Per-class var., Backbone=Bayesian EfficientNet-B4, Stochastic forward passes (S)=302026.02 | 0.606 | 37.9 | |
| EntropyFamily=Scalar, Backbone=Bayesian EfficientNet-B4, Stochastic forward passes (S)=302026.02 | 0.604 | 40.1 | |
| Sale_EU_globalFamily=Scalar, Backbone=Bayesian EfficientNet-B4, Stochastic forward passes (S)=302026.02 | 0.457 | 34.1 | |
| OvA_MIFamily=Per-class MI, Backbone=Bayesian EfficientNet-B4, Stochastic forward passes (S)=302026.02 | 0.452 | 36.7 | |
| MIFamily=Scalar, Backbone=Bayesian EfficientNet-B4, Stochastic forward passes (S)=302026.02 | 0.436 | 33.9 | |
| CBECFamily=Per-class Ck (proposed), Backbone=Bayesian EfficientNet-B4, Stochastic forward passes (S)=302026.02 | 0.416 | 33.5 | |
| Ccrit_sumFamily=Per-class Ck (proposed), Backbone=Bayesian EfficientNet-B4, Stochastic forward passes (S)=302026.02 | 0.327 | 32.1 | |
| Ccrit_maxFamily=Per-class Ck (proposed), Backbone=Bayesian EfficientNet-B4, Stochastic forward passes (S)=302026.02 | 0.285 | 30.2 |