Label Shift Estimation on MNIST Dirichlet shift alpha=0.1 size=1500 (val)
280MSE (x 10^-3)LEIP
Evaluation results
| Method | Links | |
|---|---|---|
| LEIPShift Estimator=LEIP, Calibration Method=BCTS2026.04 | 280 | |
| EMShift Estimator=EM, Calibration Method=BCTS2026.04 | 300 | |
| LEIPShift Estimator=LEIP, Calibration Method=VS2026.04 | 300 | |
| EMShift Estimator=EM, Calibration Method=VS2026.04 | 320 | |
| LEIPShift Estimator=LEIP, Calibration Method=NBVS2026.04 | 760 | |
| EMShift Estimator=EM, Calibration Method=NBVS2026.04 | 810 | |
| RLLS-HardShift Estimator=RLLS-Hard, Calibration Method=None2026.04 | 2,580 | |
| RLLSShift Estimator=RLLS, Calibration Method=BCTS2026.04 | 2,600 | |
| RLLSShift Estimator=RLLS, Calibration Method=TS2026.04 | 2,610 | |
| RLLSShift Estimator=RLLS, Calibration Method=None2026.04 | 2,620 | |
| RLLSShift Estimator=RLLS, Calibration Method=VS2026.04 | 2,730 | |
| RLLSShift Estimator=RLLS, Calibration Method=NBVS2026.04 | 2,780 | |
| EMShift Estimator=EM, Calibration Method=None2026.04 | 2,990 | |
| LEIPShift Estimator=LEIP, Calibration Method=None2026.04 | 3,140 | |
| EMShift Estimator=EM, Calibration Method=TS2026.04 | 3,500 | |
| LEIPShift Estimator=LEIP, Calibration Method=TS2026.04 | 3,740 | |
| CCShift Estimator=CC, Calibration Method=None2026.04 | 12,000 |