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ResearchFormerly WizWand

Multi-label abnormality classification on RAD-ChestCT (test)

0.7547AUROCFinetuned DINOv2
0.4747320.5474160.62010.692784Oct 12, 2025Nov 20, 2025Dec 29, 2025Feb 7, 2026Mar 18, 2026Apr 26, 2026Jun 5, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Finetuned DINOv2Probe Strategy=Retrained2026.060.7547—53.32—0.554466.32
DALE-CT-0Probe Strategy=Retrained2026.060.7477—51.5—0.542264.94
CT-SSGSetup=End-to-end Supervised, Pretrain task(s)=None, Spacing (mm)=(1.5, .75, .75), HU range=[-1000, 200], Param.=12M, Dim.=5122025.100.74580.5875————
CT-SSGSetup=Supervised2025.100.74580.5875————
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.=7682025.100.73980.5545————
COLIPRISetup=Foundation Probing2025.100.73980.5545————
DALE-CT-2SProbe Strategy=Retrained2026.060.7389—51.53—0.537764.38
DALE-CT-1SProbe Strategy=Retrained2026.060.7377—50.35—0.531663.5
COLIPRI-CProbe Strategy=Frozen2026.060.7266—51.31—0.488665.17
MerlinProbe Strategy=Frozen2026.060.7091—49.35—0.45364.34
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.=20482025.100.6980.4984————
MerlinSetup=Foundation Probing2025.100.6980.4984————
CT-FMProbe Strategy=Frozen2026.060.6849—47.55—0.424161.95
DALE-CT-0Probe Strategy=Frozen2026.060.6353—36.14—0.38755.57
DALE-CT-2SProbe Strategy=Frozen2026.060.6342—28.24—0.373253.91
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.=5122025.100.63380.443————
CT-CLIPSetup=Foundation Probing2025.100.63380.443————
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.=5122025.100.63260.4378————
CT-FMSetup=Foundation Probing2025.100.63260.4378————
DALE-CT-1SProbe Strategy=Frozen2026.060.6205—32.07—0.368954.61
CT-CLIPInput=Uncompressed2026.050.6127—62.7358.18——
Finetuned DINOv2Probe Strategy=Frozen2026.060.6102—32.11—0.359656.16
CT-LiteInput=JPEG2026.050.5673—55.3654.81——
CT-CLIPProbe Strategy=Frozen2026.060.5405—39.08—0.287752.65
COLIPRIInput=JPEG, Training Protocol=Fine-tuned on JPEG2026.050.5173—52.1847.82——
CT-CLIPInput=JPEG, Training Protocol=Fine-tuned on JPEG2026.050.4855—43.6444.9——