Classification on SIIM
97.6AUCGLINT-CXR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GLINT-CXREvaluation Protocol=Downstream2026.06 | 97.6 | — | — | |
| CoGazeMode=Supervised2026.03 | 97.4 | — | — | |
| PriorRGMode=Supervised2026.03 | 96.3 | — | — | |
| RAD-DINOEvaluation Protocol=Downstream2026.06 | 95.1 | — | — | |
| MedUnifier (w TIG)Training data percentage=100%2025.03 | 94.8 | — | — | |
| MAVLEvaluation Protocol=Downstream2026.06 | 94.4 | — | — | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=100% fine-tuning2023.10 | 94 | — | — | |
| DINOv3Evaluation Protocol=Downstream2026.06 | 93.7 | — | — | |
| MedKLIPEvaluation Protocol=Downstream2026.06 | 93.7 | — | — | |
| MRMEvaluation Protocol=Downstream2026.06 | 93.7 | — | — | |
| CheXWorldEvaluation Protocol=Downstream2026.06 | 93.7 | — | — | |
| KADEvaluation Protocol=Downstream2026.06 | 93.4 | — | — | |
| KEPILZero-shot=true2026.05 | 93.02 | 79.22 | 87.46 | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=10% fine-tuning2023.10 | 92.9 | — | — | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=100% fine-tuning2023.10 | 92.8 | — | — | |
| MGCAEvaluation Protocol=Downstream2026.06 | 92.8 | — | — | |
| MedUnifier (w TIG)Training data percentage=10%2025.03 | 92.5 | — | — | |
| PRIORTraining data percentage=100%2025.03 | 92.3 | — | — | |
| MedUnifier (w/o TIG)Training data percentage=100%2025.03 | 92.3 | — | — | |
| LoVTTraining data percentage=100%2025.03 | 92.2 | — | — | |
| GLoRIATraining data percentage=100%2025.03 | 92.1 | — | — | |
| MAVLZero-shot=true2026.05 | 92.04 | 77.95 | 87.14 | |
| MGCATraining data percentage=100%2025.03 | 92 | — | — | |
| GloRIABackbone=ResNet-50, Pre-training Dataset=CheXpert with reports, Evaluation Protocol=100% fine-tuning2023.10 | 91.9 | — | — | |
| GloRIABackbone=ResNet-50, Pre-training Dataset=CheXpert with reports, Evaluation Protocol=10% fine-tuning2023.10 | 91.5 | — | — | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=10% fine-tuning2023.10 | 91.5 | — | — | |
| ConVIRTTraining data percentage=100%2025.03 | 91.5 | — | — | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=Zero-shot2023.10 | 91.4 | — | — | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=100% fine-tuning2023.10 | 91.2 | — | — | |
| CARZeroZero-shot=true2026.05 | 90.9 | 75.96 | 85.03 | |
| MedCLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=100% fine-tuning2023.10 | 90.8 | — | — | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=100% fine-tuning2023.10 | 90.7 | — | — | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=100% fine-tuning2023.10 | 90.5 | — | — | |
| BioViLTraining data percentage=100%2025.03 | 90.5 | — | — | |
| MedCLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=10% fine-tuning2023.10 | 90.4 | — | — | |
| MedKLIPZero-shot=true2026.05 | 89.79 | 72.73 | 83.99 | |
| G2DInference mode=Zero-shot2023.12 | 89.7 | 69.3 | 85.4 | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=10% fine-tuning2023.10 | 89.6 | — | — | |
| MGCATraining data percentage=10%2025.03 | 89.6 | — | — | |
| DeViDeZero-shot=true2026.05 | 89.5 | 72.24 | 83.72 | |
| MedKLIPInference mode=Zero-shot, Extra annotated data during pre-training=True2023.12 | 89.2 | 68.3 | 84.3 | |
| PRIORTraining data percentage=10%2025.03 | 89.1 | — | — | |
| MedCLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=Zero-shot2023.10 | 89 | — | — | |
| MedUnifier (w/o TIG)Training data percentage=10%2025.03 | 88.7 | — | — | |
| GLoRIATraining data percentage=10%2025.03 | 88.5 | — | — | |
| LoVTTraining data percentage=10%2025.03 | 88.5 | — | — | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=10% fine-tuning2023.10 | 88.4 | — | — | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=10% fine-tuning2023.10 | 88.3 | — | — | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=100% fine-tuning2023.10 | 88.3 | — | — | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=Zero-shot2023.10 | 87.9 | — | — | |
| MedUnifier (w TIG)Training data percentage=1%2025.03 | 87.9 | — | — | |
| MedUnifier (w/o TIG)Training data percentage=1%2025.03 | 87.6 | — | — | |
| KADZero-shot=true2026.05 | 87.39 | 68.84 | 81.73 | |
| PRIORTraining data percentage=1%2025.03 | 87.2 | — | — | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=10% fine-tuning2023.10 | 86.9 | — | — | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=Zero-shot2023.10 | 86.4 | — | — | |
| MGCATraining data percentage=1%2025.03 | 86.1 | — | — | |
| ConVIRTTraining data percentage=10%2025.03 | 85.7 | — | — | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=Zero-shot2023.10 | 85.5 | — | — | |
| LoVTTraining data percentage=1%2025.03 | 85.5 | — | — | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=Zero-shot2023.10 | 85.2 | — | — | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=Zero-shot2023.10 | 85.2 | — | — | |
| GLoRIATraining data percentage=1%2025.03 | 85.1 | — | — | |
| CheXzeroZero-shot=true2026.05 | 84.6 | 65.97 | 77.34 | |
| ConVIRTTraining data percentage=1%2025.03 | 84.2 | — | — | |
| GloRIABackbone=ResNet-50, Pre-training Dataset=CheXpert with reports, Evaluation Protocol=Zero-shot2023.10 | 84 | — | — | |
| BioViLTraining data percentage=10%2025.03 | 81.6 | — | — | |
| BioViLTraining data percentage=1%2025.03 | 79.8 | — | — | |
| BioViL-TZero-shot=true2026.05 | 75.56 | 60.18 | 73.72 | |
| BioViLInference mode=Zero-shot2023.12 | 70.8 | 48.6 | 69.1 | |
| BioViLZero-shot=true2026.05 | 70.28 | 46.45 | 68.22 | |
| CheXzeroInference mode=Zero-shot, Extra annotated data during pre-training=True2023.12 | 68.8 | 47 | 54.7 | |
| ConVIRTInference mode=Zero-shot2023.12 | 64.3 | 43.3 | 57 | |
| ConVIRTZero-shot=true2026.05 | 64.25 | 42.87 | 53.42 | |
| GLoRIAZero-shot=true2026.05 | 54.71 | 40.39 | 47.15 | |
| GLoRIAInference mode=Zero-shot2023.12 | 53.4 | 38.2 | 40.5 |