Conformal Prediction on RetinaMNIST
0.984Coverage (COV)APS
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| APSalpha=0.022026.06 | 0.984 | 4.08 | 0.057 | — | — | — | — | — | |
| min-CPSalpha=0.022026.06 | 0.983 | 4.032 | 0 | 3.032 | 1.695 | 2.34 | 0.029 | 5.971 | |
| COPOCAalpha=0.022026.06 | 0.982 | 4.266 | 0 | 3.266 | 1.252 | 1.62 | 0.024 | 5.705 | |
| LACalpha=0.022026.06 | 0.982 | 4.025 | 0.046 | — | — | — | — | — | |
| RPSalpha=0.022026.06 | 0.982 | 4.172 | 0 | 3.172 | 1.096 | 1.4 | 0.02 | 5.18 | |
| COPOCLalpha=0.022026.06 | 0.981 | 4.222 | 0 | 3.222 | 1.535 | 1.94 | 0.029 | 6.083 | |
| OCDFalpha=0.022026.06 | 0.981 | 4.848 | 0 | 3.848 | 1.05 | 1.34 | 0.021 | 5.91 | |
| COPOCLalpha=0.052026.06 | 0.953 | 3.527 | 0 | 2.527 | 1.542 | 3.18 | 0.073 | 5.428 | |
| LACalpha=0.052026.06 | 0.952 | 3.639 | 0.095 | — | — | — | — | — | |
| APSalpha=0.052026.06 | 0.951 | 3.6 | 0.121 | — | — | — | — | — | |
| RPSalpha=0.052026.06 | 0.951 | 3.804 | 0 | 2.804 | 1.119 | 1.92 | 0.054 | 4.983 | |
| COPOCAalpha=0.052026.06 | 0.95 | 3.62 | 0 | 2.62 | 1.433 | 2.94 | 0.072 | 5.42 | |
| min-CPSalpha=0.052026.06 | 0.95 | 3.476 | 0 | 2.476 | 1.394 | 2.76 | 0.068 | 5.212 | |
| OCDFalpha=0.052026.06 | 0.947 | 4.66 | 0 | 3.66 | 1.192 | 1.9 | 0.064 | 6.214 | |
| LACalpha=0.12026.06 | 0.902 | 2.783 | 0.203 | — | — | — | — | — | |
| APSalpha=0.12026.06 | 0.901 | 2.958 | 0.249 | — | — | — | — | — | |
| COPOCAalpha=0.12026.06 | 0.901 | 3.135 | 0 | 2.141 | 1.504 | 3.86 | 0.149 | 4.653 | |
| min-CPSalpha=0.12026.06 | 0.9 | 2.849 | 0 | 1.849 | 1.36 | 2.84 | 0.137 | 4.582 | |
| COPOCLalpha=0.12026.06 | 0.899 | 2.99 | 0 | 1.99 | 1.453 | 3.42 | 0.146 | 4.917 | |
| OCDFalpha=0.12026.06 | 0.899 | 4.413 | 0 | 3.413 | 1.351 | 2.3 | 0.137 | 6.147 | |
| RPSalpha=0.12026.06 | 0.898 | 3.128 | 0 | 2.128 | 1.153 | 2.46 | 0.118 | 4.48 |