Image Classification on CIFAR-100 (Calibration/Uncertainty Metrics)
0.23Brier ScoreFL2oRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FL2oRACalibration Protocol=DCA2025.12 | 0.23 | 0.52 | |
| FL2oRACalibration Protocol=MDCA2025.12 | 0.23 | 0.52 | |
| FL2oRA-visionCalibration Protocol=None2025.12 | 0.24 | 0.57 | |
| FL2oRA-visionCalibration Protocol=DCA2025.12 | 0.24 | 0.57 | |
| FL2oRA-visionCalibration Protocol=MDCA2025.12 | 0.24 | 0.57 | |
| FedPHACalibration Protocol=DCA2025.12 | 0.34 | 0.9 | |
| FedPHACalibration Protocol=MDCA2025.12 | 0.34 | 0.91 | |
| FedPHACalibration Protocol=None2025.12 | 0.35 | 0.91 | |
| PromptFLCalibration Protocol=None2025.12 | 0.36 | 0.93 | |
| FL2oRA-textCalibration Protocol=None2025.12 | 0.36 | 0.9 | |
| PromptFLCalibration Protocol=DCA2025.12 | 0.36 | 0.92 | |
| FL2oRA-textCalibration Protocol=DCA2025.12 | 0.36 | 0.9 | |
| PromptFLCalibration Protocol=MDCA2025.12 | 0.36 | 0.92 | |
| FL2oRA-textCalibration Protocol=MDCA2025.12 | 0.36 | 0.9 | |
| FedOTPCalibration Protocol=DCA2025.12 | 0.37 | 0.97 | |
| FedOTPCalibration Protocol=None2025.12 | 0.38 | 1 | |
| FedPGPCalibration Protocol=DCA2025.12 | 0.38 | 1 | |
| FedPGPCalibration Protocol=MDCA2025.12 | 0.38 | 0.98 | |
| FedOTPCalibration Protocol=MDCA2025.12 | 0.38 | 1 | |
| FedPGPCalibration Protocol=None2025.12 | 0.42 | 1.12 | |
| ZS-CLIPCalibration Protocol=None2025.12 | 0.48 | 1.4 | |
| FL2oRACalibration Protocol=None2025.12 | 0.5 | 1.43 |