Medical Image Segmentation on REFUGE TOPCON 2
90.17Dice ScoreAlignFlow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AlignFlowBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 90.17 | 83.68 | |
| AlignFlow(SKL)Backbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 89.24 | 82.49 | |
| AlignFlowBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 89.14 | 82.54 | |
| T2I-AdapterBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 89.13 | 82.22 | |
| T2I-AdapterBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 88.8 | 82.02 | |
| Siamese-DiffusionBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 88.59 | 81.75 | |
| AlignFlow(SKL)Backbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 88.19 | 81.75 | |
| ControlNet-FMBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 87.53 | 80.28 | |
| SegFormerBackbone=SegFormer, Augmentation Strategy=Baseline2026.04 | 87.31 | 80.26 | |
| ControlNet-FMBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 86.92 | 80.56 | |
| T2I-AdapterBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 85.77 | 78.19 | |
| AlignFlowBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 85.7 | 78.23 | |
| AlignFlow(SKL)Backbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 85.53 | 78.09 | |
| DPTBackbone=DPT, Augmentation Strategy=Baseline2026.04 | 85.29 | 77.46 | |
| UNetBackbone=UNet, Augmentation Strategy=Baseline2026.04 | 84.64 | 76.96 | |
| Siamese-DiffusionBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 84.62 | 77.79 | |
| ControlNet-DiffBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 83.5 | 76.54 | |
| ControlNet-FMBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 82.96 | 75.49 | |
| ControlNet-DiffBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 77.33 | 70.72 | |
| Siamese-DiffusionBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 74.85 | 67.63 | |
| ControlNet-DiffBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 67.98 | 60.91 |