Learning to Defer on CIFAR-100 Overlapped Animal Expert
15.1Error RatePiCCE-CE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PiCCE-CENumber of Experts=42026.02 | 15.1 | 67.8 | |
| PiCCE-CENumber of Experts=202026.02 | 15.58 | 73.95 | |
| PiCCE-CENumber of Experts=162026.02 | 15.61 | 73.62 | |
| PiCCE-CENumber of Experts=122026.02 | 15.84 | 69.86 | |
| CELoss Formulation=Vanilla, Number of Experts=42026.02 | 16.1 | 64.5 | |
| PiCCE-CENumber of Experts=82026.02 | 16.1 | 71.35 | |
| CELoss Formulation=Vanilla, Number of Experts=82026.02 | 16.24 | 64.59 | |
| PiCCE-OvANumber of Experts=42026.02 | 16.58 | 83.85 | |
| CELoss Formulation=Vanilla, Number of Experts=122026.02 | 16.99 | 66.09 | |
| OvALoss Formulation=Vanilla, Number of Experts=42026.02 | 17.07 | 79.28 | |
| PiCCE-OvANumber of Experts=82026.02 | 17.71 | 83.45 | |
| PiCCE-OvANumber of Experts=202026.02 | 17.74 | 86.19 | |
| PiCCE-OvANumber of Experts=162026.02 | 17.76 | 85.02 | |
| PiCCE-OvANumber of Experts=122026.02 | 17.77 | 84.93 | |
| OvALoss Formulation=Vanilla, Number of Experts=82026.02 | 18.03 | 79.69 | |
| OvALoss Formulation=Vanilla, Number of Experts=122026.02 | 18.45 | 79.36 | |
| CELoss Formulation=Vanilla, Number of Experts=162026.02 | 18.72 | 67.21 | |
| CELoss Formulation=Vanilla, Number of Experts=202026.02 | 19.22 | 69.31 | |
| OvALoss Formulation=Vanilla, Number of Experts=162026.02 | 19.85 | 77.3 | |
| OvALoss Formulation=Vanilla, Number of Experts=202026.02 | 20.95 | 72.72 |