Disease Classification on MIMIC-CXR
0.861F1 ScoreBatchBALD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BatchBALDSelection Budget=22026.04 | 0.861 | 0.829 | 0.895 | 0.949 | 88.9 | |
| RADSSelection Budget=22026.04 | 0.84 | 0.791 | 0.895 | 0.921 | 86.9 | |
| TAGCOSSelection Budget=22026.04 | 0.831 | 0.821 | 0.842 | 0.93 | 86.2 | |
| RandomSelection Budget=22026.04 | 0.824 | 0.808 | 0.842 | 0.932 | 86.2 | |
| DiversitySelection Budget=22026.04 | 0.816 | 0.816 | 0.816 | 0.933 | 85.9 | |
| UncertaintySelection Budget=22026.04 | 0.81 | 0.78 | 0.842 | 0.916 | 84.8 | |
| LM-DPPSelection Budget=22026.04 | 0.81 | 0.78 | 0.842 | 0.916 | 84.8 | |
| EIR2025.12 | 0.443 | 0.45 | 0.437 | — | — | |
| DART (Disease Classifier)2025.04 | 0.427 | 0.404 | 0.506 | — | — | |
| Nguyen2025.12 | 0.407 | 0.448 | 0.399 | — | — | |
| MGSK2025.12 | 0.371 | 0.458 | 0.348 | — | — | |
| MVMAEBackbone=ViT-B/162025.11 | 0.3071 | — | — | 0.8274 | — | |
| IndependentBackbone=ViT-B/162025.11 | 0.2888 | — | — | 0.814 | — | |
| MVMAE-V2TBackbone=ViT-B/162025.11 | 0.2782 | — | — | 0.8138 | — | |
| R2Gen2025.12 | 0.276 | 0.333 | 0.273 | — | — | |
| CheXagentBackbone=ViT-L/142025.11 | 0.2603 | — | — | 0.8055 | — | |
| SupervisedBackbone=ViT-B/162025.11 | 0.2511 | — | — | 0.789 | — | |
| BiomedCLIPBackbone=ViT-B/162025.11 | 0.1924 | — | — | 0.728 | — | |
| TopDown2025.12 | 0.133 | 0.166 | 0.121 | — | — |