Image Classification on MNIST-M (target)
0.531Average AccuracyTDA(O)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TDA(O)manifold setting=oblique2026.01 | 0.531 | — | |
| TDA(S)manifold setting=Stiefel2026.01 | 0.502 | — | |
| E-TAISL(O)manifold setting=oblique2026.01 | 0.474 | — | |
| E-TAISL(S)manifold setting=Stiefel2026.01 | 0.461 | — | |
| TAISL2026.01 | 0.445 | — | |
| NTSL2026.01 | 0.435 | — | |
| CORAL2026.01 | 0.42 | — | |
| SA2026.01 | 0.403 | — | |
| PCA2026.01 | 0.391 | — | |
| NAadaptation=None2026.01 | 0.332 | — | |
| WRN-26-16 UDA-SSnumber of parameters=9.3 x 10^7, Adaptation Protocol=w/o adapt2021.04 | — | 0.048 | |
| WRN-26-16 UDA-SSnumber of parameters=9.3 x 10^7, Adaptation Protocol=w/ adapt RPL2021.04 | — | 0.024 | |
| WRN-26-16 UDA-SSnumber of parameters=9.3 x 10^7, Adaptation Protocol=w/ adapt ENT2021.04 | — | 0.02 | |
| WRN-26-2 DANNnumber of parameters=1.5 x 10^6, Adaptation Protocol=w/o adapt2021.04 | — | 0.114 | |
| WRN-26-2 DANNnumber of parameters=1.5 x 10^6, Adaptation Protocol=w/ adapt RPL2021.04 | — | 0.052 | |
| WRN-26-2 DANNnumber of parameters=1.5 x 10^6, Adaptation Protocol=w/ adapt ENT2021.04 | — | 0.051 |