Thoracic Pathology Classification on ChestX-ray14 2017 (test)
81.77Mean AUCACPL
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ACPLMethod Type=Pseudo Label, Label Percentage=20%, Backbone=DenseNet-1212021.11 | 81.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| S2MTS2Method Type=Consistency based, Label Percentage=20%, Backbone=DenseNet-1212021.11 | 81.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ACPLMethod Type=Pseudo Label, Label Percentage=15%, Backbone=DenseNet-1212021.11 | 81.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ACPLMethod Type=Pseudo Label, Label Percentage=10%, Backbone=DenseNet-1212021.11 | 80.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| S2MTS2Method Type=Consistency based, Label Percentage=15%, Backbone=DenseNet-1212021.11 | 80.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UPSMethod Type=Pseudo Label, Label Percentage=20%, Backbone=DenseNet-1212021.11 | 79.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| S2MTS2Method Type=Consistency based, Label Percentage=10%, Backbone=DenseNet-1212021.11 | 79.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NoTeacherMethod Type=Consistency based, Label Percentage=20%, Backbone=DenseNet-1212021.11 | 79.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRC-MTMethod Type=Consistency based, Label Percentage=20%, Backbone=DenseNet-1692021.11 | 79.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ACPLMethod Type=Pseudo Label, Label Percentage=5%, Backbone=DenseNet-1212021.11 | 79.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| S2MTS2Method Type=Consistency based, Label Percentage=5%, Backbone=DenseNet-1212021.11 | 78.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UPSMethod Type=Pseudo Label, Label Percentage=15%, Backbone=DenseNet-1212021.11 | 78.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Graph XNetMethod Type=Pseudo Label, Label Percentage=20%, Backbone=DenseNet-1692021.11 | 78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRC-MTMethod Type=Consistency based, Label Percentage=15%, Backbone=DenseNet-1692021.11 | 77.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NoTeacherMethod Type=Consistency based, Label Percentage=10%, Backbone=DenseNet-1212021.11 | 77.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NoTeacherMethod Type=Consistency based, Label Percentage=5%, Backbone=DenseNet-1212021.11 | 77.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UPSMethod Type=Pseudo Label, Label Percentage=10%, Backbone=DenseNet-1212021.11 | 76.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRC-MTMethod Type=Consistency based, Label Percentage=10%, Backbone=DenseNet-1692021.11 | 75.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ACPLMethod Type=Pseudo Label, Label Percentage=2%, Backbone=DenseNet-1212021.11 | 74.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| S2MTS2Method Type=Consistency based, Label Percentage=2%, Backbone=DenseNet-1212021.11 | 74.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UPSMethod Type=Pseudo Label, Label Percentage=5%, Backbone=DenseNet-1212021.11 | 73.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NoTeacherMethod Type=Consistency based, Label Percentage=2%, Backbone=DenseNet-1212021.11 | 72.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRC-MTMethod Type=Consistency based, Label Percentage=5%, Backbone=DenseNet-1692021.11 | 72.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Graph XNetMethod Type=Pseudo Label, Label Percentage=15%, Backbone=DenseNet-1692021.11 | 68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRC-MTMethod Type=Consistency based, Label Percentage=2%, Backbone=DenseNet-1692021.11 | 66.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UPSMethod Type=Pseudo Label, Label Percentage=2%, Backbone=DenseNet-1212021.11 | 65.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Graph XNetMethod Type=Pseudo Label, Label Percentage=10%, Backbone=DenseNet-1692021.11 | 63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Graph XNetMethod Type=Pseudo Label, Label Percentage=5%, Backbone=DenseNet-1692021.11 | 58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Graph XNetMethod Type=Pseudo Label, Label Percentage=2%, Backbone=DenseNet-1692021.11 | 53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CheXNet2017.11 | — | 80.94 | 92.48 | 86.38 | 73.45 | 86.76 | 78.02 | 76.8 | 88.87 | 79.01 | 88.78 | 93.71 | 80.47 | 80.62 | 91.64 | |
| Wang et al.2017.11 | — | 71.6 | 80.7 | 78.4 | 60.9 | 70.6 | 67.1 | 63.3 | 80.6 | 70.8 | 83.5 | 81.5 | 76.9 | 70.8 | 76.7 | |
| Yao et al.2017.11 | — | 77.2 | 90.4 | 85.9 | 69.5 | 79.2 | 71.7 | 71.3 | 84.1 | 78.8 | 88.2 | 82.9 | 76.7 | 76.5 | 91.4 |