Ophthalmic disease diagnosis on Harvard-30k (test)
76.45AccuracyIMDR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| IMDRModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 76.45 | 83.1 | 73.57 | |
| RIMAModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 75.83 | 83.75 | 74.46 | |
| Eye-MostModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 75.55 | 82.3 | 71 | |
| IMDRModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 75.17 | 80.48 | 76.59 | |
| RIMAModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 75.17 | 83.2 | 74.33 | |
| RIMAModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 74.5 | 79.21 | 70.59 | |
| M2LCModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 74 | 84.56 | 70.73 | |
| M2LC + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 73.24 | 72.67 | 73.8 | |
| 2D-Resnet-50Modality=OCT, Setting=Inter-Modality Missing, Backbone=2D-Resnet-502025.07 | 73.12 | 75.35 | 72.23 | |
| CR-AFModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 73 | 81.37 | 67.73 | |
| B-CNN + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 72.35 | 71.98 | 70.03 | |
| B-CNNModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 71.67 | 81.22 | 69.01 | |
| IMDRModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 70.62 | 72.69 | 71.9 | |
| B-CNN + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 69.57 | 70.14 | 67.45 | |
| B-EFModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 69.33 | 79.12 | 60.64 | |
| M2LC + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 68.97 | 72.23 | 65.06 | |
| 3D-Resnet-50Modality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 65.17 | 69.98 | 69.63 |