Classification on RSNA Pneumonia
91.2AccuracyMedDiffuseMix
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedDiffuseMixModel=EfficientNet-B42026.06 | 91.2 | — | — | |
| MedDiffuseMixModel=Swin-T2026.06 | 90.5 | — | — | |
| MedDiffuseMixModel=DenseNet-1212026.06 | 90.1 | — | — | |
| DBAModel=EfficientNet-B42026.06 | 89.6 | — | — | |
| MedDiffuseMixModel=ResNet-502026.06 | 89.3 | — | — | |
| SaliencyMixModel=EfficientNet-B42026.06 | 89.3 | — | — | |
| GenMixModel=EfficientNet-B42026.06 | 89 | — | — | |
| DBAModel=Swin-T2026.06 | 89 | — | — | |
| MedDiffuseMixModel=ViT-B/162026.06 | 88.9 | — | — | |
| DBAModel=DenseNet-1212026.06 | 88.7 | — | — | |
| SaliencyMixModel=Swin-T2026.06 | 88.7 | — | — | |
| MixupModel=EfficientNet-B42026.06 | 88.5 | — | — | |
| SaliencyMixModel=DenseNet-1212026.06 | 88.4 | — | — | |
| GenMixModel=Swin-T2026.06 | 88.4 | — | — | |
| GenMixModel=DenseNet-1212026.06 | 88.1 | — | — | |
| Standard AugModel=EfficientNet-B42026.06 | 88 | — | — | |
| MixupModel=Swin-T2026.06 | 88 | — | — | |
| DBAModel=ResNet-502026.06 | 87.9 | — | — | |
| MixupModel=DenseNet-1212026.06 | 87.6 | — | — | |
| SaliencyMixModel=ResNet-502026.06 | 87.5 | — | — | |
| Standard AugModel=Swin-T2026.06 | 87.5 | — | — | |
| DBAModel=ViT-B/162026.06 | 87.4 | — | — | |
| GenMixModel=ResNet-502026.06 | 87.2 | — | — | |
| Standard AugModel=DenseNet-1212026.06 | 87.2 | — | — | |
| No AugModel=EfficientNet-B42026.06 | 87.1 | — | — | |
| SaliencyMixModel=ViT-B/162026.06 | 87.1 | — | — | |
| MixupModel=ResNet-502026.06 | 86.8 | — | — | |
| GenMixModel=ViT-B/162026.06 | 86.8 | — | — | |
| No AugModel=Swin-T2026.06 | 86.7 | — | — | |
| No AugModel=DenseNet-1212026.06 | 86.4 | — | — | |
| MixupModel=ViT-B/162026.06 | 86.3 | — | — | |
| KEPILZero-shot=true2026.05 | 86.24 | 89.76 | 90.23 | |
| Standard AugModel=ResNet-502026.06 | 86.1 | — | — | |
| Standard AugModel=ViT-B/162026.06 | 85.7 | — | — | |
| No AugModel=ResNet-502026.06 | 85.2 | — | — | |
| No AugModel=ViT-B/162026.06 | 84.8 | — | — | |
| DeViDeZero-shot=true2026.05 | 84 | 88.58 | 88.4 | |
| M&Mprotocol=zero-shot2024.07 | 83.14 | 88.91 | 66.58 | |
| MAVLZero-shot=true2026.05 | 82.42 | 86.91 | 63.41 | |
| KADZero-shot=true2026.05 | 81.8 | 85.32 | 87.09 | |
| MedAlignerZero-shot=true, Group=Paired Baseline2026.02 | 80.05 | — | — | |
| BioViL-TZero-shot=true2026.05 | 80.04 | 86.03 | 62.56 | |
| MedKLIPprotocol=zero-shot2024.07 | 80.02 | 86.94 | 63.42 | |
| MedKLIPZero-shot=true2026.05 | 79.97 | 86.57 | 63.28 | |
| MedCLIPZero-shot=true, Group=Paired Baseline2026.02 | 79.9 | — | — | |
| LGDEAZero-shot=true, Group=Single Domain, Paired training data percentage=10%2026.02 | 79.26 | — | — | |
| MGCAZero-shot=true, Group=Paired Baseline2026.02 | 79.2 | — | — | |
| LGDEAZero-shot=true, Group=Cross Domain, Paired training data percentage=10%2026.02 | 78.92 | — | — | |
| GLoRIAZero-shot=true, Group=Paired Baseline2026.02 | 78.55 | — | — | |
| CARZeroZero-shot=true, Group=Paired Baseline2026.02 | 78.55 | — | — | |
| LGDEAZero-shot=true, Group=Single Domain, Paired training data percentage=5%2026.02 | 78.48 | — | — | |
| BioViLZero-shot=true, Group=Paired Baseline2026.02 | 78.46 | — | — | |
| CheXzeroZero-shot=true2026.05 | 78.34 | 83.13 | 61.49 | |
| CLEFTZero-shot=true, Group=Paired Baseline2026.02 | 78.25 | — | — | |
| MAVLZero-shot=true, Group=Paired Baseline2026.02 | 78.14 | — | — | |
| PRIORprotocol=zero-shot2024.07 | 77.85 | 85.58 | 62.91 | |
| LGDEAZero-shot=true, Group=Cross Domain, Paired training data percentage=5%2026.02 | 77.03 | — | — | |
| BioViLprotocol=zero-shot2024.07 | 76.69 | 82.8 | 58.33 | |
| ConVIRTprotocol=zero-shot2024.07 | 76.11 | 80.42 | 58.42 | |
| ConVIRTZero-shot=true2026.05 | 75.08 | 79.21 | 55.67 | |
| PRIORZero-shot=true, Group=Paired Baseline2026.02 | 74.73 | — | — | |
| MedKLIPZero-shot=true, Group=Paired Baseline2026.02 | 74.65 | — | — | |
| BioViLZero-shot=true2026.05 | 74.43 | 84.12 | 54.59 | |
| AFLocZero-shot=true, Group=Paired Baseline2026.02 | 73.52 | — | — | |
| GLORIAprotocol=zero-shot2024.07 | 71.29 | 71.45 | 49.01 | |
| GLoRIAZero-shot=true2026.05 | 70.54 | 70.37 | 48.19 | |
| CARZeroZero-shot=true2026.05 | 41.52 | 80.28 | 28.28 | |
| BioViLDirect Inference=Yes, Labeling ratio=1%2026.06 | — | 88.1 | — | |
| BioViLDirect Inference=Yes, Labeling ratio=10%2026.06 | — | 88.4 | — | |
| BioViLDirect Inference=Yes, Labeling ratio=100%2026.06 | — | 89.1 | — | |
| ConVIRTDirect Inference=Yes, Labeling ratio=1%2026.06 | — | 77.4 | — | |
| ConVIRTDirect Inference=Yes, Labeling ratio=10%2026.06 | — | 80.1 | — | |
| ConVIRTDirect Inference=Yes, Labeling ratio=100%2026.06 | — | 81.3 | — | |
| GloRIADirect Inference=Yes, Labeling ratio=1%2026.06 | — | 86.1 | — | |
| GloRIADirect Inference=Yes, Labeling ratio=10%2026.06 | — | 88 | — | |
| GloRIADirect Inference=Yes, Labeling ratio=100%2026.06 | — | 88.6 | — | |
| IMT-CXRDirect Inference=Yes, Labeling ratio=1%2026.06 | — | 90.3 | — | |
| IMT-CXRDirect Inference=Yes, Labeling ratio=10%2026.06 | — | 91.8 | — | |
| IMT-CXRDirect Inference=Yes, Labeling ratio=100%2026.06 | — | 92.9 | — | |
| M3AEDirect Inference=No, Labeling ratio=1%2026.06 | — | 89 | — | |
| M3AEDirect Inference=No, Labeling ratio=10%2026.06 | — | 90.8 | — | |
| M3AEDirect Inference=No, Labeling ratio=100%2026.06 | — | 92.3 | — | |
| MedKLIPDirect Inference=Yes, Labeling ratio=1%2026.06 | — | 87.3 | — | |
| MedKLIPDirect Inference=Yes, Labeling ratio=10%2026.06 | — | 88 | — | |
| MedKLIPDirect Inference=Yes, Labeling ratio=100%2026.06 | — | 89.3 | — | |
| MGCADirect Inference=Yes, Labeling ratio=1%2026.06 | — | 89.1 | — | |
| MGCADirect Inference=Yes, Labeling ratio=10%2026.06 | — | 89.9 | — | |
| MGCADirect Inference=Yes, Labeling ratio=100%2026.06 | — | 90.8 | — | |
| MRMDirect Inference=No, Labeling ratio=1%2026.06 | — | 91.3 | — | |
| MRMDirect Inference=No, Labeling ratio=10%2026.06 | — | 92.7 | — | |
| MRMDirect Inference=No, Labeling ratio=100%2026.06 | — | 93.3 | — | |
| REFERSDirect Inference=No, Labeling ratio=1%2026.06 | — | 89.4 | — | |
| REFERSDirect Inference=No, Labeling ratio=10%2026.06 | — | 91.6 | — | |
| REFERSDirect Inference=No, Labeling ratio=100%2026.06 | — | 92.7 | — | |
| SimCLRDirect Inference=No, Labeling ratio=1%2026.06 | — | 70.1 | — | |
| SimCLRDirect Inference=No, Labeling ratio=10%2026.06 | — | 80.2 | — | |
| SimCLRDirect Inference=No, Labeling ratio=100%2026.06 | — | 84.9 | — |