Conformal Prediction on TinyImageNet-C (test)
89.96CoverageScaleFreeOGD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ScaleFreeOGDModel=GoogLeNet2024.11 | 89.96 | 178.38 | 0.0014 | 3.16 | 0 | |
| ScaleFreeOGDModel=DenseNet-1212024.11 | 89.95 | 177.24 | 0.0015 | 3.18 | 0 | |
| ScaleFreeOGDModel=Efficientnet_b02024.11 | 89.95 | 177.23 | 0.0014 | 3.17 | 0 | |
| ScaleFreeOGDModel=Mobilenet_v22024.11 | 89.95 | 175.82 | 0.0014 | 3.19 | 0 | |
| FACIModel=GoogLeNet2024.11 | 89.69 | 177.93 | 0.0011 | 8.48 | 0 | |
| FACIModel=Mobilenet_v22024.11 | 89.69 | 175.26 | 0.001 | 8.55 | 0 | |
| FACIModel=DenseNet-1212024.11 | 89.68 | 176.66 | 0.0013 | 8.54 | 0 | |
| FACIModel=Efficientnet_b02024.11 | 89.64 | 176.78 | 0.001 | 8.56 | 0 | |
| SAOCPModel=DenseNet-1212024.11 | 88.48 | 173.79 | 0.0021 | 40.09 | 0 | |
| SAOCPModel=GoogLeNet2024.11 | 88.36 | 174.81 | 0.002 | 40.83 | 0 | |
| SAOCPModel=Efficientnet_b02024.11 | 88.3 | 173.52 | 0.002 | 41.06 | 0 | |
| SAOCPModel=Mobilenet_v22024.11 | 88.3 | 171.83 | 0.0019 | 40.6 | 0 | |
| SAMOCPModel=Mixture (GoogLeNet, DenseNet-121, EfficientNet-B0, MobileNet-V2)2024.11 | 87.73 | 171.64 | 0.0013 | 35.22 | 0 | |
| SAOCP(MM)Model=Mixture (GoogLeNet, DenseNet-121, EfficientNet-B0, MobileNet-V2)2024.11 | 84.91 | 165.93 | 0.0048 | 48.55 | 0 |