Classification on CheXpert (test)
96.72AUC ROCEviScreen
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EviScreenvariant=Ours2026.05 | 96.72 | — | — | — | — | — | — | — | — | — | — | 94.71 | 84.04 | 74.26 | 68.72 | 70.59 | |
| FM2026.05 | 95.6 | — | — | — | — | — | — | — | — | — | — | 91.81 | 79.79 | 67.66 | 60 | 57.41 | |
| CIPL2026.05 | 92.57 | — | — | — | — | — | — | — | — | — | — | 84.6 | 68.09 | 48.72 | 49.15 | 47.29 | |
| EviScreenvariant=Ours-TF2026.05 | 92.3 | — | — | — | — | — | — | — | — | — | — | 82.22 | 66.6 | 60 | 55.74 | 48.91 | |
| CARZeroZero-shot=true, Venue=CVPR’242026.05 | 92.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoNNSZero-shot=true, Venue=Ours2026.05 | 92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M&MTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 90.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KADZero-shot=true, Venue=Nat. Commun.’232026.05 | 90.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M&MTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 90.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RadZeroZero-shot=true, Venue=NeurIPS’252026.05 | 90 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CheXWorldPre-train Data=X-rays (0.5M), Backbone=ViT-B2025.04 | 89.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAEPre-train Data=X-rays (0.5M), Backbone=ViT-B2025.04 | 89.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimMIMPre-train Data=IN-21k (12M) & X-rays (0.9M), Backbone=Swin-B2025.04 | 89.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Rad-DINOPre-train Data=LVD (142M) & X-rays (public+private), Backbone=ViT-B2025.04 | 88.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Adam-v2Pre-train Data=IN-21k (12M) & X-rays (0.9M), Backbone=ConvNeXt-B2025.04 | 88.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MedKLIPTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 88.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PRIORTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 88.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M&MTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 88.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BioViLTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 88.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLORIATraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 88.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PRIORTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 88.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LOVTTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 88.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ConVIRTTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 88.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MedKLIPTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 88.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LVM-MedPre-train Data=Medical (1.3M), Backbone=ViT-B2025.04 | 88.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LOVTTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 88.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimCLRTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 87.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MedKLIPZero-shot=true, Venue=ICCV’232026.05 | 87.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BEITPre-train Data=IN-21k (12M), Backbone=ViT-B2025.04 | 87.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ConVIRTTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 87.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BioViLTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 87.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLORIATraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 87.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoCoTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 87.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoCo-v3Pre-train Data=IN-1k (1.3M), Backbone=ViT-B2025.04 | 87.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DINOPre-train Data=IN-1k (1.3M), Backbone=ViT-B2025.04 | 87.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimCLRTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 86.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoCoTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 86.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MedKLIPTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 86.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PRIORTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 86.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRA2026.05 | 85.63 | — | — | — | — | — | — | — | — | — | — | 70.64 | 45.96 | 23.62 | 18.72 | 17.63 | |
| LOVTTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 85.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ConVIRTTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 85.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLORIATraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 83.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ScratchPre-train Data=-, Backbone=ViT-B2025.04 | 80.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BioViLTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 80.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BioViL-TZero-shot=true, Venue=CVPR’232026.05 | 78.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoCoTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BiomedCLIPZero-shot=true, Venue=NEJM AI’242026.05 | 67.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimCLRTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 67.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCorefoundation models=same as Ours2026.05 | 67.41 | — | — | — | — | — | — | — | — | — | — | 38.15 | 23.19 | 16.81 | 15.53 | 12.61 | |
| EDC2026.05 | 65.26 | — | — | — | — | — | — | — | — | — | — | 33.88 | 25.11 | 16.81 | 14.89 | 12.52 | |
| NFM-DRA2026.05 | 63.94 | — | — | — | — | — | — | — | — | — | — | 34.23 | 25.11 | 16.17 | 13.62 | 10.54 | |
| VILA-M3-13BType=13B, #Params=13B, Expert Model Usage=With Expert2024.11 | 61.5 | 62.8 | 76 | 39.4 | 67.1 | 62.5 | — | — | — | — | — | — | — | — | — | — | |
| VILA-M3-8BType=8B, #Params=8B, Expert Model Usage=Without Expert2024.11 | 61.4 | 63.5 | 63.2 | 35.1 | 73.1 | 71.9 | — | — | — | — | — | — | — | — | — | — | |
| VILA-M3-40BType=40B, #Params=40B, Expert Model Usage=With Expert2024.11 | 61 | 63.4 | 72.1 | 38.4 | 63.7 | 67.4 | — | — | — | — | — | — | — | — | — | — | |
| VILA-M3-3BType=3B, #Params=3B, Expert Model Usage=With Expert2024.11 | 60.7 | 61.2 | 71.5 | 35 | 63.7 | 72.4 | — | — | — | — | — | — | — | — | — | — | |
| VILA-M3-8BType=8B, #Params=8B, Expert Model Usage=With Expert2024.11 | 60.5 | 62.7 | 70.6 | 36.7 | 68 | 64.5 | — | — | — | — | — | — | — | — | — | — | |
| VILA-M3-40BType=40B, #Params=40B, Expert Model Usage=Without Expert2024.11 | 59.4 | 57.2 | 70.4 | 32.6 | 68.3 | 68.7 | — | — | — | — | — | — | — | — | — | — | |
| PatchCorefoundation models=standard2026.05 | 57.92 | — | — | — | — | — | — | — | — | — | — | 30.61 | 22.13 | 11.49 | 11.06 | 8.57 | |
| VILA-M3-3BType=3B, #Params=3B, Expert Model Usage=Without Expert2024.11 | 57.4 | 59 | 69.3 | 24 | 71.8 | 62.9 | — | — | — | — | — | — | — | — | — | — | |
| VILA-M3-13BType=13B, #Params=13B, Expert Model Usage=Without Expert2024.11 | 55.8 | 61.9 | 71.1 | 20.5 | 65.4 | 60.2 | — | — | — | — | — | — | — | — | — | — | |
| SimpleNet2026.05 | 55.24 | — | — | — | — | — | — | — | — | — | — | 29.9 | 11.49 | 9.15 | 8.94 | 7.58 | |
| Torch Xray VisionType=(ensemble), #Params=(ensemble), Expert Model Usage=With Expert2024.11 | 51.5 | 61.5 | 63.8 | 28.6 | 50.5 | 52.9 | — | — | — | — | — | — | — | — | — | — | |
| SCRD4AD2026.05 | 51.5 | — | — | — | — | — | — | — | — | — | — | 27.74 | 12.55 | 5.53 | 5.53 | 4.61 | |
| Med-GeminiType=1.5T, #Params=1.5T, Expert Model Usage=Without Expert2024.11 | 48.4 | 49.7 | 72 | 23 | 32.7 | 64.4 | — | — | — | — | — | — | — | — | — | — | |
| GPT-4oType=Unknown, #Params=Unknown, Expert Model Usage=Without Expert2024.11 | 33.9 | 31.8 | 49.6 | 13.8 | 37.2 | 36.8 | — | — | — | — | — | — | — | — | — | — | |
| CARZeroSetting=Zero-shot2026.01 | — | — | — | — | — | — | 92.3 | 49.1 | 90.3 | — | — | — | — | — | — | — | |
| CARZeroSetting=Bi-MCQ-Fine-tuning2026.01 | — | — | — | — | — | — | 89.6 | 89.6 | 89.8 | — | — | — | — | — | — | — | |
| CRTGroup Info (Train/Val)=✗/★2026.02 | — | — | — | — | — | — | — | — | — | 74 | 79.1 | — | — | — | — | — | |
| CRT*Group Info (Train/Val)=✗/★, Group labels usage in training=not used2026.02 | — | — | — | — | — | — | — | — | — | 74 | 79.1 | — | — | — | — | — | |
| CVaRDROGroup Info (Train/Val)=✗/★2026.02 | — | — | — | — | — | — | — | — | — | 50.2 | 73.7 | — | — | — | — | — | |
| CVaRDRO*Group Info (Train/Val)=✗/★, Group labels usage in training=not used2026.02 | — | — | — | — | — | — | — | — | — | 50.2 | 73.7 | — | — | — | — | — | |
| DFRGroup Info (Train/Val)=✗/✓✓, Group labels usage in training=used2026.02 | — | — | — | — | — | — | — | — | — | 71.7 | 78.2 | — | — | — | — | — | |
| ERMGroup Info (Train/Val)=✗/★2026.02 | — | — | — | — | — | — | — | — | — | 41.7 | 88.6 | — | — | — | — | — | |
| ERM*Group Info (Train/Val)=✗/★, Group labels usage in training=not used2026.02 | — | — | — | — | — | — | — | — | — | 41.7 | 88.6 | — | — | — | — | — | |
| Group DROGroup Info (Train/Val)=✓/★, Group labels usage in training=used2026.02 | — | — | — | — | — | — | — | — | — | 74.5 | 78.9 | — | — | — | — | — | |
| IRM*Group Info (Train/Val)=✓/★, Group labels usage in training=used2026.02 | — | — | — | — | — | — | — | — | — | 34.4 | 89.8 | — | — | — | — | — | |
| JTTGroup Info (Train/Val)=✗/★, Group labels usage in training=not used2026.02 | — | — | — | — | — | — | — | — | — | 60.4 | 75.2 | — | — | — | — | — | |
| JTTGroup Info (Train/Val)=✗/★2026.02 | — | — | — | — | — | — | — | — | — | 60.4 | 75.2 | — | — | — | — | — | |
| KADSetting=Zero-shot2026.01 | — | — | — | — | — | — | 76.2 | 23.9 | 59 | — | — | — | — | — | — | — | |
| KADSetting=Bi-MCQ-Fine-tuning2026.01 | — | — | — | — | — | — | 77.1 | 75.2 | 76.2 | — | — | — | — | — | — | — | |
| LEIAGroup Info (Train/Val)=✗/★, Group labels usage in training=not used2026.02 | — | — | — | — | — | — | — | — | — | 75.2 | 79.6 | — | — | — | — | — | |
| LEIAGroup Info (Train/Val)=✗/★2026.02 | — | — | — | — | — | — | — | — | — | 75.2 | 79.6 | — | — | — | — | — | |
| LISAGroup Info (Train/Val)=✓/★, Group labels usage in training=used2026.02 | — | — | — | — | — | — | — | — | — | 75.6 | 79.2 | — | — | — | — | — | |
| MedKLIPSetting=Zero-shot2026.01 | — | — | — | — | — | — | 78.1 | 27.5 | 57.4 | — | — | — | — | — | — | — | |
| MedKLIPSetting=Bi-MCQ-Fine-tuning2026.01 | — | — | — | — | — | — | 77 | 76.2 | 76.8 | — | — | — | — | — | — | — | |
| ReWeightCRTGroup Info (Train/Val)=✗/★2026.02 | — | — | — | — | — | — | — | — | — | 73.9 | 79 | — | — | — | — | — | |
| ReWeightCRT*Group Info (Train/Val)=✗/★, Group labels usage in training=not used2026.02 | — | — | — | — | — | — | — | — | — | 73.9 | 79 | — | — | — | — | — |