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ResearchFormerly WizWand

Classification on ChestX-ray14 (test)

0.8361AUROCRad-DINO
0.571420.6401350.708850.777565Apr 18, 2025Jun 23, 2025Aug 28, 2025Nov 2, 2025Jan 7, 2026Mar 14, 2026May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Rad-DINOPre-train Data=LVD (142M) & X-rays (public+private), Backbone=ViT-B2025.040.8361—
CheXWorldPre-train Data=X-rays (0.5M), Backbone=ViT-B2025.040.8358—
Adam-v2Pre-train Data=IN-21k (12M) & X-rays (0.9M), Backbone=ConvNeXt-B2025.040.834—
SimMIMPre-train Data=IN-21k (12M) & X-rays (0.9M), Backbone=Swin-B2025.040.8304—
MAEPre-train Data=X-rays (0.5M), Backbone=ViT-B2025.040.83—
ConvNeXt-BInitialization strategy=DINOv3, Resolution=512x512, Evaluation protocol=full fine-tuning2025.100.823—
CoNNSZero-shot=true, Venue=Ours2026.050.819—
ConvNeXt-BInitialization strategy=ImageNet, Resolution=512x512, Evaluation protocol=full fine-tuning2025.100.8150.001
ViT-BInitialization strategy=DINOv3, Resolution=512x512, Evaluation protocol=full fine-tuning2025.100.813—
CARZeroZero-shot=true, Venue=CVPR’242026.050.811—
ConvNeXt-BInitialization strategy=DINOv3, Resolution=224x224, Evaluation protocol=full fine-tuning2025.100.804—
RadZeroZero-shot=true, Venue=NeurIPS’252026.050.804—
ViT-BInitialization strategy=DINOv2, Resolution=224x224, Evaluation protocol=full fine-tuning2025.100.8010.006
ViT-BInitialization strategy=DINOv3, Resolution=224x224, Evaluation protocol=full fine-tuning2025.100.801—
LVM-MedPre-train Data=Medical (1.3M), Backbone=ViT-B2025.040.8008—
ViT-BInitialization strategy=DINOv2, Resolution=512x512, Evaluation protocol=full fine-tuning2025.100.80.006
BEITPre-train Data=IN-21k (12M), Backbone=ViT-B2025.040.7991—
ConvNeXt-BInitialization strategy=ImageNet, Resolution=224x224, Evaluation protocol=full fine-tuning2025.100.7980.001
ViT-BInitialization strategy=ImageNet, Resolution=512x512, Evaluation protocol=full fine-tuning2025.100.7950.006
MoCo-v3Pre-train Data=IN-1k (1.3M), Backbone=ViT-B2025.040.792—
ViT-BInitialization strategy=ImageNet, Resolution=224x224, Evaluation protocol=full fine-tuning2025.100.790.006
KADZero-shot=true, Venue=Nat. Commun.’232026.050.789—
DINOPre-train Data=IN-1k (1.3M), Backbone=ViT-B2025.040.7837—
Non-privateepsilon (ϵ)=N/A, delta (δ)=N/A, Backbone=ViT, Tuning Protocol=LoRA finetuning2025.100.7363—
BioViL-TZero-shot=true, Venue=CVPR’232026.050.729—
MedKLIPZero-shot=true, Venue=ICCV’232026.050.726—
ScratchPre-train Data=-, Backbone=ViT-B2025.040.7169—
NoiseCurveepsilon (ϵ)=8, delta (δ)=10−5, Backbone=ViT, Tuning Protocol=LoRA finetuning2025.100.6452—
BiomedCLIPZero-shot=true, Venue=NEJM AI’242026.050.639—
DP-BANDMFepsilon (ϵ)=8, delta (δ)=10−5, Backbone=ViT, Tuning Protocol=LoRA finetuning2025.100.6255—
NoiseCurveepsilon (ϵ)=5, delta (δ)=10−5, Backbone=ViT, Tuning Protocol=LoRA finetuning2025.100.6255—
DP-BANDMFepsilon (ϵ)=5, delta (δ)=10−5, Backbone=ViT, Tuning Protocol=LoRA finetuning2025.100.5932—
DP-SGDepsilon (ϵ)=8, delta (δ)=10−5, Backbone=ViT, Tuning Protocol=LoRA finetuning2025.100.5921—
DP-SGDepsilon (ϵ)=5, delta (δ)=10−5, Backbone=ViT, Tuning Protocol=LoRA finetuning2025.100.5816—