Ophthalmic disease diagnosis on Harvard DR 30k (test)
82.74AccuracyRIMA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RIMAModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 82.74 | 85.39 | 82.7 | |
| RIMAModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 82.14 | 86.48 | 80.7 | |
| IMDRModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 78.03 | 85.34 | 78.23 | |
| M2LCModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 77.36 | 83.62 | 76.01 | |
| CR-AFModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 76.57 | 78.35 | 76.27 | |
| IMDRModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 76.19 | 79.07 | 72.18 | |
| Eye-MostModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 75 | 80.34 | 73.42 | |
| B-EFModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 74.98 | 74.13 | 77.17 | |
| 2D-Resnet-50Modality=OCT, Setting=Inter-Modality Missing, Backbone=2D-Resnet-502025.07 | 73.81 | 79.15 | 70.47 | |
| B-CNN + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 73.62 | 67.5 | 69.68 | |
| B-CNNModality=OCT + fundus, Setting=Complete-Modality Fusion, Backbone=ResNet-502025.07 | 73.55 | 75.44 | 73.96 | |
| M2LC + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=ResNet-502025.07 | 73.04 | 67.89 | 74.59 | |
| IMDRModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 72.62 | 74.69 | 72.9 | |
| RIMAModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 72.02 | 73.56 | 71.81 | |
| 3D-Resnet-50Modality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 70.73 | 69.94 | 61.97 | |
| B-CNN + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 69.05 | 65.25 | 67.93 | |
| M2LC + distillModality=OCT, Setting=Inter-Modality Missing, Backbone=3D-Resnet-502025.07 | 67.2 | 65.05 | 64.33 |