Linear Classification on CheXpert v1.0 (test)
88.8AUC (1%)MGCA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MGCAPre-training=MIMIC-CXR, Backbone=ViT-B/162022.10 | 88.8 | 89.1 | 89.7 | |
| MGCAPre-training=MIMIC-CXR, Backbone=ResNet-502022.10 | 87.6 | 88 | 88.2 | |
| GLoRIA-MIMICPre-training=MIMIC-CXR2022.10 | 87.1 | 88.7 | 88 | |
| GLoRIAPre-training=CheXpert2022.10 | 86.6 | 87.8 | 88.1 | |
| ConVIRTPre-training=MIMIC-CXR2022.10 | 85.9 | 86.8 | 87.3 | |
| Caption-LSTMPre-training=MIMIC-CXR2022.10 | 85.2 | 85.3 | 86.2 | |
| Contrastive-BinaryPre-training=MIMIC-CXR2022.10 | 84.5 | 85.6 | 85.8 | |
| Caption-TransformerPre-training=MIMIC-CXR2022.10 | 77.2 | 82.6 | 83.9 | |
| ImageNet InitPre-training=ImageNet2022.10 | 74.4 | 79.7 | 81.4 | |
| Random InitPre-training=None2022.10 | 56.1 | 62.6 | 65.7 | |
| VSE++Pre-training=CheXpert2022.10 | 50.3 | 51.2 | 52.4 | |
| DSVEPre-training=CheXpert2022.10 | 50.1 | 51 | 51.5 |