Isotope identification on sim-to-sim (HPGe) target-domain (test)
0.39APE ScoreDeepJDOT
Evaluation Results
| Method | Links | |
|---|---|---|
| DeepJDOTArchitecture=MLP2026.03 | 0.39 | |
| MeanTeacherArchitecture=MLP2026.03 | 0.484 | |
| MeanTeacherArchitecture=CNN2026.03 | 0.573 | |
| SimCLRArchitecture=MLP2026.03 | 0.573 | |
| MeanTeacherArchitecture=TBNN (Li et al.)2026.03 | 0.589 | |
| DANArchitecture=MLP2026.03 | 0.592 | |
| ADDAArchitecture=MLP2026.03 | 0.604 | |
| SimCLRArchitecture=CNN2026.03 | 0.605 | |
| SimCLRArchitecture=TBNN-LinEmb2026.03 | 0.605 | |
| DANArchitecture=CNN2026.03 | 0.607 | |
| DeepJDOTArchitecture=TBNN-NonlinEmb2026.03 | 0.609 | |
| MeanTeacherArchitecture=TBNN-NonlinEmb2026.03 | 0.612 | |
| ADDAArchitecture=CNN2026.03 | 0.614 | |
| DeepJDOTArchitecture=CNN2026.03 | 0.614 | |
| DeepCORALArchitecture=CNN2026.03 | 0.619 | |
| Source-onlyArchitecture=MLP2026.03 | 0.623 | |
| DeepJDOTArchitecture=TBNN-LinEmb2026.03 | 0.626 | |
| DeepCORALArchitecture=MLP2026.03 | 0.629 | |
| Source-onlyArchitecture=TBNN (Li et al.)2026.03 | 0.63 | |
| DANNArchitecture=CNN2026.03 | 0.63 | |
| DeepJDOTArchitecture=TBNN (Li et al.)2026.03 | 0.631 | |
| MeanTeacherArchitecture=TBNN-LinEmb2026.03 | 0.633 | |
| Source-onlyArchitecture=CNN2026.03 | 0.635 | |
| DeepCORALArchitecture=TBNN-LinEmb2026.03 | 0.64 | |
| DeepCORALArchitecture=TBNN (Li et al.)2026.03 | 0.641 | |
| SimCLRArchitecture=TBNN-NonlinEmb2026.03 | 0.648 | |
| DANNArchitecture=MLP2026.03 | 0.649 | |
| SimCLRArchitecture=TBNN (Li et al.)2026.03 | 0.649 | |
| DeepCORALArchitecture=TBNN-NonlinEmb2026.03 | 0.65 | |
| Source-onlyArchitecture=TBNN-LinEmb2026.03 | 0.653 | |
| DANArchitecture=TBNN (Li et al.)2026.03 | 0.659 | |
| ADDAArchitecture=TBNN (Li et al.)2026.03 | 0.667 | |
| DANArchitecture=TBNN-LinEmb2026.03 | 0.667 | |
| Source-onlyArchitecture=TBNN-NonlinEmb2026.03 | 0.668 | |
| ADDAArchitecture=TBNN-LinEmb2026.03 | 0.678 | |
| ADDAArchitecture=TBNN-NonlinEmb2026.03 | 0.688 | |
| DANNArchitecture=TBNN (Li et al.)2026.03 | 0.69 | |
| DANArchitecture=TBNN-NonlinEmb2026.03 | 0.691 | |
| DANNArchitecture=TBNN-LinEmb2026.03 | 0.691 | |
| DANNArchitecture=TBNN-NonlinEmb2026.03 | 0.697 | |
| Train on TargetArchitecture=CNN2026.03 | 0.881 | |
| Train on TargetArchitecture=TBNN-NonlinEmb2026.03 | 0.889 | |
| Train on TargetArchitecture=TBNN (Li et al.)2026.03 | 0.891 | |
| Train on TargetArchitecture=TBNN-LinEmb2026.03 | 0.895 | |
| Train on TargetArchitecture=MLP2026.03 | 0.896 |