Chest Classification on CT-RATE (internal test)
86AUROCORACLE–CT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ORACLE–CTmode=Segmentation-guided, attention=organ-masked attention, backbone=Inflated ResNet-1212026.01 | 86 | — | — | — | |
| Inflated ResNet-121Evaluation Protocol=supervised GAP2026.01 | 85.74 | 61.73 | 59.91 | 76.12 | |
| DINOv3Evaluation Protocol=supervised GAP2026.01 | 84.52 | 59.17 | 57.24 | 74.3 | |
| MedNeXt-3DEvaluation Protocol=supervised GAP2026.01 | 84.41 | 58.37 | 57.76 | 75.75 | |
| COLIPRI-CEvaluation Protocol=linear-probe2026.01 | 84.15 | 57.41 | 57.99 | 74.99 | |
| MedSigLIPEvaluation Protocol=supervised GAP2026.01 | 83.61 | 58.17 | 56.24 | 73.93 | |
| Uniferummode=Segmentation-guided2026.01 | 83 | — | — | — | |
| MerlinEvaluation Protocol=linear-probe2026.01 | 82.62 | 54.81 | 56.69 | 74.28 | |
| CT-FMEvaluation Protocol=linear-probe2026.01 | 82.14 | 53.54 | 55.56 | 73.51 | |
| SegVLmode=Segmentation-guided2026.01 | 81 | — | — | — | |
| CT-NetEvaluation Protocol=supervised GAP2026.01 | 79.59 | 49.32 | 51.04 | 71.61 | |
| fVLMmode=Segmentation-guided2026.01 | 78 | — | — | — | |
| CT-CLIPEvaluation Protocol=linear-probe2026.01 | 61.21 | 25.96 | 34.49 | 57.66 |