Ophthalmic Disease Classification on The Eye Disease Image Dataset (val)
99.45AUCProposed Model
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Proposed Model2025.05 | 99.45 | 98.28 | 0.0446 | 98.27 | 94.25 | 100 | |
| ViT2025.05 | 99.14 | 88.73 | 0.3568 | 92.31 | 84.51 | 100 | |
| DeiTMultiscale Path Embedding=false2025.05 | 98.73 | 87.32 | 0.3729 | 88.49 | 86.62 | 100 | |
| DeiT-xLoRA=false2025.05 | 98.64 | 88.73 | 0.382 | 88.24 | 84.51 | 100 | |
| Swin Transformer2025.05 | 98.55 | 88.03 | 0.4245 | 90 | 82.39 | 100 | |
| Efficient Former2025.05 | 98.33 | 81.69 | 0.449 | 85.04 | 76 | 100 | |
| DINOv22025.05 | 97.81 | 85.92 | 0.4473 | 88.06 | 83.1 | 96.48 | |
| ViTMAE2025.05 | 87.93 | 50 | 1.2781 | 79.31 | 16.2 | 73.94 | |
| SegFormer2025.05 | 87.77 | 52.82 | 1.2016 | 67.61 | 33.8 | 98.59 | |
| ConvNeXt V22025.05 | 86.67 | 52.11 | 1.2515 | 55.41 | 28.87 | 75.3 | |
| RegNet2025.05 | 85.67 | 50.7 | 1.3077 | 65.79 | 17.61 | 95.77 | |
| CvT2025.05 | 80.78 | 41.55 | 1.5232 | 31.03 | 6.34 | 98.59 |