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ResearchFormerly WizWand

Image Classification on CXR14

0.86AUCClean
0.340.4750.610.745Dec 3, 2023May 4, 2024Oct 4, 2024Mar 6, 2025Aug 6, 2025Jan 6, 2026Jun 8, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CleanTarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.86——
CleanTarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.85——
CleanTarget Model=Avg, Surrogate Model=DN121-IN2024.100.82——
BIMTarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.82——
+AdmixTarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.82——
+DITarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.8——
G2DInference mode=Zero-shot2023.120.7940.3310.823
CleanTarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.79——
BIMTarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.79——
+AdmixTarget Model=Avg, Surrogate Model=DN121-IN2024.100.79——
KADInference mode=Zero-shot, Extra annotated data during pre-training=True2023.120.7890.3230.816
BIMTarget Model=Avg, Surrogate Model=DN121-IN2024.100.78——
+AdmixTarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.78——
+RDITarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.78——
CleanTarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.77——
BIMTarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.77——
+AdmixTarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.77——
+AdmixTarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.77——
+SITarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.77——
+DITarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.76——
BIMTarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.75——
+SITarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.74——
+SSATarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.74——
+DITarget Model=Avg, Surrogate Model=DN121-IN2024.100.74——
+RDITarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.74——
MedKLIPInference mode=Zero-shot, Extra annotated data during pre-training=True2023.120.7260.2440.796
+DITarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.72——
+RDITarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.72——
+SIATarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.72——
+DeCoWATarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.72——
+BSRTarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.72——
+SSATarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.71——
+RDITarget Model=Avg, Surrogate Model=DN121-IN2024.100.71——
+SITarget Model=Avg, Surrogate Model=DN121-IN2024.100.7——
+ODITarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.7——
+T-AugTarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.7——
+SITarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.69——
+DITarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.69——
+H-AugTarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.68——
+S4STTarget Model=ViTS-CXR, Surrogate Model=DN121-IN2024.100.68——
+DeCoWATarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.67——
BioViLInference mode=Zero-shot2023.120.6620.6620.633
+SSATarget Model=Avg, Surrogate Model=DN121-IN2024.100.66——
+SIATarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.66——
+BSRTarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.66——
FedBBnumber of clients=100, participant rate=0.05, delta=12026.060.6487——
+T-AugTarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.64——
+ODITarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.63——
+H-AugTarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.62——
FedAlignnumber of clients=100, participant rate=0.05, delta=12026.060.6194——
GLoRIAInference mode=Zero-shot2023.120.610.1740.503
+RDITarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.61——
+DeCoWATarget Model=Avg, Surrogate Model=DN121-IN2024.100.61——
+S4STTarget Model=ViTB-CXR, Surrogate Model=DN121-IN2024.100.61——
+SSATarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.6——
+SSATarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.59——
+T-AugTarget Model=Avg, Surrogate Model=DN121-IN2024.100.59——
+SITarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.58——
+ODITarget Model=Avg, Surrogate Model=DN121-IN2024.100.58——
+BSRTarget Model=Avg, Surrogate Model=DN121-IN2024.100.58——
FedProxnumber of clients=100, participant rate=0.05, delta=12026.060.5746——
MOONnumber of clients=100, participant rate=0.05, delta=12026.060.5728——
FedNovanumber of clients=100, participant rate=0.05, delta=12026.060.5725——
FedAvgnumber of clients=100, participant rate=0.05, delta=12026.060.5714——
+SIATarget Model=Avg, Surrogate Model=DN121-IN2024.100.57——
ConVIRTInference mode=Zero-shot2023.120.560.1350.459
+DeCoWATarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.56——
+ODITarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.54——
+T-AugTarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.53——
+H-AugTarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.53——
+H-AugTarget Model=Avg, Surrogate Model=DN121-IN2024.100.53——
+SIATarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.52——
+BSRTarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.51——
+S4STTarget Model=Avg, Surrogate Model=DN121-IN2024.100.51——
+DeCoWATarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.49——
+T-AugTarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.49——
+ODITarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.46——
+H-AugTarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.45——
+BSRTarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.44——
+SIATarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.4——
+S4STTarget Model=DN121-CXR, Surrogate Model=DN121-IN2024.100.38——
+S4STTarget Model=RN50-IN, Surrogate Model=DN121-IN2024.100.36——