Multi-label abnormality classification on RAD-ChestCT (test)
0.7547AUROCFinetuned DINOv2
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Finetuned DINOv2Probe Strategy=Retrained2026.06 | 0.7547 | — | 53.32 | — | 0.5544 | 66.32 | |
| DALE-CT-0Probe Strategy=Retrained2026.06 | 0.7477 | — | 51.5 | — | 0.5422 | 64.94 | |
| CT-SSGSetup=End-to-end Supervised, Pretrain task(s)=None, Spacing (mm)=(1.5, .75, .75), HU range=[-1000, 200], Param.=12M, Dim.=5122025.10 | 0.7458 | 0.5875 | — | — | — | — | |
| CT-SSGSetup=Supervised2025.10 | 0.7458 | 0.5875 | — | — | — | — | |
| COLIPRISetup=Foundation Probing, Pretrain task(s)=Vision-language, vision-only, Dataset(s)=CT-RATE, NLST, Train size=94k, Region(s)=Chest, Spacing (mm)=(2.0, 2.0, 2.0), HU range=[-1000, 1000], Param.=147M, Dim.=7682025.10 | 0.7398 | 0.5545 | — | — | — | — | |
| COLIPRISetup=Foundation Probing2025.10 | 0.7398 | 0.5545 | — | — | — | — | |
| DALE-CT-2SProbe Strategy=Retrained2026.06 | 0.7389 | — | 51.53 | — | 0.5377 | 64.38 | |
| DALE-CT-1SProbe Strategy=Retrained2026.06 | 0.7377 | — | 50.35 | — | 0.5316 | 63.5 | |
| COLIPRI-CProbe Strategy=Frozen2026.06 | 0.7266 | — | 51.31 | — | 0.4886 | 65.17 | |
| MerlinProbe Strategy=Frozen2026.06 | 0.7091 | — | 49.35 | — | 0.453 | 64.34 | |
| MerlinSetup=Foundation Probing, Pretrain task(s)=Vision-language, Dataset(s)=MerlinAbdCT, Train size=15k, Region(s)=Abdomen, Spacing (mm)=(3.0, 1.5, 1.5), HU range=[-1000, 1000], Param.=121M, Dim.=20482025.10 | 0.698 | 0.4984 | — | — | — | — | |
| MerlinSetup=Foundation Probing2025.10 | 0.698 | 0.4984 | — | — | — | — | |
| CT-FMProbe Strategy=Frozen2026.06 | 0.6849 | — | 47.55 | — | 0.4241 | 61.95 | |
| DALE-CT-0Probe Strategy=Frozen2026.06 | 0.6353 | — | 36.14 | — | 0.387 | 55.57 | |
| DALE-CT-2SProbe Strategy=Frozen2026.06 | 0.6342 | — | 28.24 | — | 0.3732 | 53.91 | |
| CT-CLIPSetup=Foundation Probing, Pretrain task(s)=Vision-language, Dataset(s)=CT-RATE, Train size=20k, Region(s)=Chest, Spacing (mm)=(1.5, .75, .75), HU range=[-1000, 1000], Param.=176M, Dim.=5122025.10 | 0.6338 | 0.443 | — | — | — | — | |
| CT-CLIPSetup=Foundation Probing2025.10 | 0.6338 | 0.443 | — | — | — | — | |
| CT-FMSetup=Foundation Probing, Pretrain task(s)=Contrastive, Dataset(s)=69 cohorts, Train size=148k, Region(s)=Chest, Abdomen, Spacing (mm)=(3.0, 1.0, 1.0), HU range=[-1024, 2048], Param.=77M, Dim.=5122025.10 | 0.6326 | 0.4378 | — | — | — | — | |
| CT-FMSetup=Foundation Probing2025.10 | 0.6326 | 0.4378 | — | — | — | — | |
| DALE-CT-1SProbe Strategy=Frozen2026.06 | 0.6205 | — | 32.07 | — | 0.3689 | 54.61 | |
| CT-CLIPInput=Uncompressed2026.05 | 0.6127 | — | 62.73 | 58.18 | — | — | |
| Finetuned DINOv2Probe Strategy=Frozen2026.06 | 0.6102 | — | 32.11 | — | 0.3596 | 56.16 | |
| CT-LiteInput=JPEG2026.05 | 0.5673 | — | 55.36 | 54.81 | — | — | |
| CT-CLIPProbe Strategy=Frozen2026.06 | 0.5405 | — | 39.08 | — | 0.2877 | 52.65 | |
| COLIPRIInput=JPEG, Training Protocol=Fine-tuned on JPEG2026.05 | 0.5173 | — | 52.18 | 47.82 | — | — | |
| CT-CLIPInput=JPEG, Training Protocol=Fine-tuned on JPEG2026.05 | 0.4855 | — | 43.64 | 44.9 | — | — |