Label Shift Estimation on MNIST Dirichlet shift alpha=0.1 (val)
230MSELEIP
Evaluation results
| Method | Links | |
|---|---|---|
| LEIPShift Estimator=LEIP, Calibration Method=VS2026.04 | 230 | |
| LEIPShift Estimator=LEIP, Calibration Method=BCTS2026.04 | 260 | |
| EMShift Estimator=EM, Calibration Method=VS2026.04 | 280 | |
| EMShift Estimator=EM, Calibration Method=BCTS2026.04 | 320 | |
| LEIPShift Estimator=LEIP, Calibration Method=NBVS2026.04 | 360 | |
| EMShift Estimator=EM, Calibration Method=NBVS2026.04 | 400 | |
| RLLSShift Estimator=RLLS, Calibration Method=None2026.04 | 2,290 | |
| RLLS-HardShift Estimator=RLLS-Hard, Calibration Method=None2026.04 | 2,320 | |
| RLLSShift Estimator=RLLS, Calibration Method=TS2026.04 | 2,520 | |
| RLLSShift Estimator=RLLS, Calibration Method=BCTS2026.04 | 2,580 | |
| RLLSShift Estimator=RLLS, Calibration Method=VS2026.04 | 2,710 | |
| RLLSShift Estimator=RLLS, Calibration Method=NBVS2026.04 | 2,740 | |
| EMShift Estimator=EM, Calibration Method=None2026.04 | 3,200 | |
| LEIPShift Estimator=LEIP, Calibration Method=None2026.04 | 3,290 | |
| EMShift Estimator=EM, Calibration Method=TS2026.04 | 3,740 | |
| LEIPShift Estimator=LEIP, Calibration Method=TS2026.04 | 3,790 | |
| CCShift Estimator=CC, Calibration Method=None2026.04 | 11,500 |