Classification on Rad-ChestCT
76.45AUCInflated ResNet-121
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Inflated ResNet-121Evaluation Protocol=supervised GAP2026.01 | 76.45 | 54.32 | 51.8 | 68.39 | — | — | — | |
| DINOv3Evaluation Protocol=supervised GAP2026.01 | 76.25 | 52.59 | 50.11 | 66.33 | — | — | — | |
| SimCroPBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 75.8 | — | — | — | — | — | — | |
| MedSigLIPEvaluation Protocol=supervised GAP2026.01 | 74.44 | 50.4 | 47.76 | 65.8 | — | — | — | |
| fVLMBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 74.2 | — | — | — | — | — | — | |
| SimCroPBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 73.4 | — | — | — | — | — | — | |
| MedNeXt-3DEvaluation Protocol=supervised GAP2026.01 | 72.87 | 48.39 | 48.42 | 65.86 | — | — | — | |
| COLIPRI-CEvaluation Protocol=linear-probe2026.01 | 72.66 | 48.86 | 51.31 | 65.17 | — | — | — | |
| MRMBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 72.6 | — | — | — | — | — | — | |
| M3AEBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 72.2 | — | — | — | — | — | — | |
| MRMBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 72.1 | — | — | — | — | — | — | |
| MAEBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 71.8 | — | — | — | — | — | — | |
| fVLMBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 71.1 | — | — | — | — | — | — | |
| MerlinEvaluation Protocol=linear-probe2026.01 | 70.91 | 45.3 | 49.35 | 64.34 | — | — | — | |
| M3DBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 69.8 | — | — | — | — | — | — | |
| M3AEBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 69.3 | — | — | — | — | — | — | |
| CT-CLIPBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 69.1 | — | — | — | — | — | — | |
| MAEBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 68.6 | — | — | — | — | — | — | |
| CT-FMEvaluation Protocol=linear-probe2026.01 | 68.49 | 42.41 | 47.55 | 61.95 | — | — | — | |
| CT-NetEvaluation Protocol=supervised GAP2026.01 | 68.14 | 42.3 | 44.3 | 61.61 | — | — | — | |
| M3DBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 68 | — | — | — | — | — | — | |
| CT-CLIPBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 67.5 | — | — | — | — | — | — | |
| Random initBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 60 | — | — | — | — | — | — | |
| Random initBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 56.4 | — | — | — | — | — | — | |
| CT-CLIPEvaluation Protocol=linear-probe2026.01 | 54.05 | 28.77 | 39.08 | 52.65 | — | — | — | |
| Base VLM2026.04 | — | — | 39.5 | — | 44.3 | 41.8 | — | |
| BTB3D-162026.04 | — | — | 26.6 | — | 27.2 | 32.9 | — | |
| COLIPRIZero-shot=true2026.06 | — | — | — | — | — | — | 73 | |
| CT-CHAT2026.04 | — | — | 18.2 | — | 38.2 | 17.1 | — | |
| CT-CLIPZero-shot=true2026.06 | — | — | — | — | — | — | 62.9 | |
| CT2Rep2026.04 | — | — | 13.3 | — | 29.9 | 13.9 | — | |
| DCP-PDinference-time guidance setting=DCP12026.04 | — | — | 47.7 | — | 40.9 | 70.4 | — | |
| DCP-PDinference-time guidance setting=DCP22026.04 | — | — | 50.3 | — | 44.8 | 69.4 | — | |
| fVLMZero-shot=true2026.06 | — | — | — | — | — | — | 68 | |
| GLINT-CTZero-shot=true2026.06 | — | — | — | — | — | — | 78.9 | |
| Merlin2026.04 | — | — | 18.2 | — | 27.1 | 14.9 | — | |
| MerlinZero-shot=true2026.06 | — | — | — | — | — | — | 64.4 | |
| RadZero3DZero-shot=true2026.06 | — | — | — | — | — | — | 69 | |
| ViSD-BoostZero-shot=true2026.06 | — | — | — | — | — | — | 69.4 |