Nuclear Cataract severity classification on AS-OCT NC severity (OOD)
47.47AccuracyViP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ViPPre-training=CASIA2 NC dataset, fine-tuned=false2025.12 | 47.47 | 34.53 | 36.45 | 27.42 | |
| PCRNet18Pre-training=CASIA2 NC dataset, fine-tuned=false2025.12 | 47.17 | 34.15 | 40.45 | 27.66 | |
| MLP-MixerPre-training=CASIA2 NC dataset, fine-tuned=false2025.12 | 43.16 | 29.99 | 36.46 | 27.42 | |
| ViTPre-training=CASIA2 NC dataset, fine-tuned=false2025.12 | 41.96 | 26.06 | 23.04 | 7.24 | |
| Swin-TPre-training=CASIA2 NC dataset, fine-tuned=false2025.12 | 38.69 | 30.45 | 31.13 | 20.44 | |
| ResMLPPre-training=CASIA2 NC dataset, fine-tuned=false2025.12 | 37.65 | 24.97 | 27.99 | 17.75 | |
| CCANetPre-training=CASIA2 NC dataset, fine-tuned=false2025.12 | 35.42 | 24.87 | 30.52 | 16.09 | |
| MSSANetPre-training=CASIA2 NC dataset, fine-tuned=false2025.12 | 31.99 | 22 | 28.06 | 17.93 | |
| GCANetPre-training=CASIA2 NC dataset, fine-tuned=false2025.12 | 24.55 | 16.24 | 16.66 | 11.4 | |
| RIRNetPre-training=CASIA2 NC dataset, fine-tuned=false2025.12 | 24.44 | 15.43 | 17.72 | 8.35 |