Unsupervised Online Label Shift on MNIST
1.7Classification Error (Bernoulli)Oracle
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Oracle2023.05 | 1.7 | 1.5 | — | — | |
| Oracle2023.05 | 2.5 | 1.5 | — | — | |
| FTH2023.05 | 3.2 | 3.2 | 0.25 | 0.14 | |
| UOGD2023.05 | 3.2 | 3.2 | — | — | |
| ATLAS2023.05 | 3.2 | 3.2 | — | — | |
| FLH-FTL2023.05 | 3.2 | 3.3 | 0.13 | 0.12 | |
| FTFWH2023.05 | 3.3 | 3.2 | 0.24 | 0.13 | |
| OFC2023.05 | 3.4 | 3.4 | — | — | |
| Base2023.05 | 3.8 | 3.9 | — | — | |
| OTC2023.05 | 4.4 | 3.2 | — | — | |
| FLH-FTL2023.05 | 4.4 | 3.3 | 0.15 | 0.12 | |
| FTH2023.05 | 4.5 | 3.3 | 0.27 | 0.14 | |
| FTFWH2023.05 | 4.5 | 3.3 | 0.26 | 0.13 | |
| ROGD2023.05 | 4.7 | 3.3 | 0.43 | 0.33 | |
| Base2023.05 | 4.9 | 3.9 | — | — | |
| ATLAS2023.05 | 5.2 | 3.7 | — | — | |
| UOGD2023.05 | 5.4 | 4 | — | — | |
| ROGD2023.05 | 6.2 | 4.4 | 0.41 | 0.37 |