Open Set Domain Generalization on PACS
86.2Accuracy (H=1)MEDIC
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MEDICBackbone=ResNet182024.04 | 86.2 | — | — | — | — | — | — | 71.47 | — | — | — | — | — | |
| CIRLBackbone=ResNet182024.04 | 85.29 | 50.32 | 35.27 | 61.46 | 42.38 | 72.33 | 45.07 | 62.72 | 67.35 | 46.36 | 21.79 | — | — | |
| SCI-PDBackbone=ResNet182024.04 | 85.25 | 48.69 | 41.93 | 66.58 | 56.87 | 80.13 | 71.03 | 75.03 | 70.16 | 61.21 | 21.27 | — | — | |
| EDir-CORALBackbone=ResNet182024.04 | 84.48 | 41.25 | 37.1 | 68.81 | 56.74 | 78.49 | 67.27 | 72.04 | 68.26 | 58.29 | 23.04 | — | — | |
| XDEDBackbone=ResNet182024.04 | 84.23 | 36.6 | 16.71 | 51.55 | 38.11 | 74 | 61.5 | 71.17 | 61.6 | 46.87 | 45.15 | — | — | |
| CLIPBaseBackbone=ResNet182024.04 | 84.22 | 43.91 | 38.23 | 64.32 | 55.14 | 79.16 | 69.2 | 72.89 | 67.9 | 58.87 | 23.15 | — | — | |
| MixstyleBackbone=ResNet182024.04 | 84.11 | 43.14 | 28 | 60.76 | 48.71 | 76.95 | 64.88 | 71.22 | 66.24 | 53.2 | 31.41 | — | — | |
| ERMBackbone=ResNet182024.04 | 82.81 | 35.85 | 28.97 | 52.3 | 45.57 | 71.38 | 61.2 | 70.52 | 60.59 | 51.56 | 30.64 | — | — | |
| CORALBackbone=ResNet182024.04 | 82.27 | 39.85 | 37.59 | 60.49 | 48.27 | 72.68 | 62.96 | 69.02 | 63.82 | 54.46 | 22.62 | — | — | |
| RISEBackbone=ResNet182024.04 | 82.1 | 39.51 | 34.51 | 59.87 | 53.14 | 75.59 | 70.14 | 75.71 | 64.27 | 58.38 | 27.56 | — | — | |
| ARPLBackbone=ResNet182024.04 | 81.91 | 37.22 | 30.37 | 54.5 | 46.96 | 72.03 | 61.59 | 68.24 | 61.41 | 51.79 | 28.13 | — | — | |
| MMDBackbone=ResNet182024.04 | 80.21 | 38.12 | 37.89 | 56.62 | 50.89 | 73.91 | 64.24 | 69.36 | 62.21 | 55.59 | 22.04 | — | — | |
| CLIP2026.07 | — | — | — | — | — | — | — | — | — | — | — | 86.1 | 77.6 | |
| CLIPood2026.07 | — | — | — | — | — | — | — | — | — | — | — | 89.4 | 78.2 | |
| Text-Anchored Information Bottleneck2026.07 | — | — | — | — | — | — | — | — | — | — | — | 90.6 | 78.8 |