Conformal Prediction on Generated synthetic dataset
89.96CoverageScaleFreeOGD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ScaleFreeOGDModel=Efficientnet_b0, Run Time=2.65 ± 0.012024.11 | 89.96 | 18.05 | 0.0016 | |
| ScaleFreeOGDModel=DenseNet-121, Run Time=2.65 ± 0.032024.11 | 89.95 | 18.06 | 0.0018 | |
| ScaleFreeOGDModel=GoogLeNet, Run Time=2.66 ± 0.032024.11 | 89.95 | 18.07 | 0.0018 | |
| FACIModel=Efficientnet_b0, Run Time=7.37 ± 0.072024.11 | 89.8 | 17.96 | 0.0003 | |
| FACIModel=DenseNet-121, Run Time=7.42 ± 0.052024.11 | 89.72 | 18.04 | 0.0011 | |
| FACIModel=GoogLeNet, Run Time=7.49 ± 0.062024.11 | 89.66 | 18.05 | 0.0014 | |
| SAOCPModel=Efficientnet_b0, Run Time=37.25 ± 0.152024.11 | 88.73 | 17.82 | 0.0022 | |
| SAOCPModel=DenseNet-121, Run Time=37.83 ± 0.162024.11 | 88.39 | 17.72 | 0.0025 | |
| SAOCPModel=GoogLeNet, Run Time=37.90 ± 0.212024.11 | 88.39 | 17.75 | 0.0026 | |
| SAMOCPModel=Mixture (EfficientNet-B0, DenseNet-121, GoogLeNet), Run Time=26.39 ± 0.372024.11 | 88.04 | 17.6 | 0.0007 | |
| SAOCP(MM)Model=Mixture (EfficientNet-B0, DenseNet-121, GoogLeNet), Run Time=34.80 ± 0.362024.11 | 80.95 | 16.29 | 0.0071 |