Ophthalmic disease diagnosis on Harvard-30k Glaucoma (test)
76.5AccuracyIMDR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IMDRModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 76.5 | 77.11 | 74.36 | |
| RIMAModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 75.72 | 78.81 | 74.76 | |
| IMDRModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 75.54 | 78.47 | 75.12 | |
| RIMAModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 75.47 | 80.94 | 75.13 | |
| M2LCModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 74.73 | 77.45 | 73.54 | |
| RIMAModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 74.39 | 81.36 | 73.72 | |
| Eye-MostModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 74.33 | 75.4 | 72.01 | |
| B-EFModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 74.19 | 77.52 | 72.22 | |
| CR-AFModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 73.92 | 77.48 | 73.09 | |
| B-CNNModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 73.66 | 79.37 | 72.89 | |
| B-CNN + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 73.39 | 76.61 | 72.47 | |
| 2D-Resnet-50Modality=OCT, Setting=Inter-Modality Missing, Backbone=2D-Resnet-502025.07 | 73.12 | 75.35 | 72.23 | |
| M2LC + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 72.78 | 70.23 | 71.11 | |
| IMDRModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 71.16 | 75.07 | 70.37 | |
| B-CNN + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 69.64 | 68.95 | 67.18 | |
| M2LC + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 67.7 | 71.22 | 65.6 | |
| 3D-Resnet-50Modality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 65.72 | 69.89 | 70.98 |