Medical Image Classification on Chest X-Ray (test)
88.3AccuracyMed-MICN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Med-MICNBackbone=VGG19, Interpretability=Yes2024.10 | 88.3 | 92.59 | 85.43 | 88.16 | 87.09 | |
| VGG19Backbone=VGG19, Interpretability=No2024.10 | 81.41 | 88.56 | 75.51 | 77.56 | 75.94 | |
| Med-MICNBackbone=ResNet50, Interpretability=Yes2024.10 | 78.37 | 80.38 | 73.12 | 74.42 | 73.12 | |
| ResNet50Backbone=ResNet50, Interpretability=No2024.10 | 75.64 | 75.01 | 70.77 | 71.72 | 70.88 | |
| Med-MICNBackbone=DenseNet169, Interpretability=Yes2024.10 | 73.88 | 81.24 | 65.85 | 65.7 | 66.28 | |
| Label Free CBMInterpretability=Yes2024.10 | 71.21 | 71.89 | 71.45 | 70.84 | 74.12 | |
| DenseNet169Backbone=DenseNet169, Interpretability=No2024.10 | 69.55 | 70.37 | 62.05 | 61.66 | 62.12 | |
| MedPromptXDPS Setting=Enabled, VG Setting=Enabled2024.03 | 68.9 | 77.3 | 56.5 | 68.6 | — | |
| MedPromptXDPS Setting=Enabled, VG Setting=Disabled2024.03 | 65.9 | 70.8 | 58.1 | 65.8 | — | |
| DCRInterpretability=Yes2024.10 | 62.02 | 66.25 | 51.5 | 41.33 | 50.56 | |
| Clinical-T5-LargeDPS Setting=Disabled, VG Setting=Not Applicable2024.03 | 59.5 | 70.7 | 37.1 | 57.6 | — | |
| BioMedLMDPS Setting=Disabled, VG Setting=Not Applicable2024.03 | 53.6 | 66.5 | 21 | 48.4 | — | |
| Med-FlamingoDPS Setting=Disabled, VG Setting=Disabled2024.03 | 50.1 | 54.5 | 22 | 46.1 | — | |
| MedPromptXDPS Setting=Disabled, VG Setting=Disabled2024.03 | 49.8 | 52 | 38.1 | 49.3 | — | |
| OpenFlamingoDPS Setting=Disabled, VG Setting=Disabled2024.03 | 49.6 | 52.3 | 29.1 | 47.6 | — | |
| MedPromptXDPS Setting=Disabled, VG Setting=Enabled2024.03 | 49.1 | 51.1 | 37.9 | 48.6 | — |