Medical Image Segmentation on REFUGE2 Zeiss
90.19mDiceAlignFlow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AlignFlowBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 90.19 | 83.85 | |
| ControlNet-FMBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 90.01 | 83.26 | |
| AlignFlowBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 89.94 | 83.22 | |
| AlignFlow(SKL)Backbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 89.81 | 83.05 | |
| T2I-AdapterBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 89.71 | 83.02 | |
| SegFormerBackbone=SegFormer, Augmentation Strategy=Baseline2026.04 | 89.41 | 82.85 | |
| AlignFlow(SKL)Backbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 89.21 | 82.65 | |
| T2I-AdapterBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 89.2 | 82.25 | |
| ControlNet-FMBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 87.8 | 80.81 | |
| ControlNet-DiffBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 87.35 | 80.23 | |
| UNetBackbone=UNet, Augmentation Strategy=Baseline2026.04 | 87.05 | 79.23 | |
| Siamese-DiffusionBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 86.86 | 79.39 | |
| AlignFlowBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 86.73 | 79.09 | |
| AlignFlow(SKL)Backbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 86.47 | 78.8 | |
| Siamese-DiffusionBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 86.37 | 78.95 | |
| T2I-AdapterBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 85.82 | 77.87 | |
| DPTBackbone=DPT, Augmentation Strategy=Baseline2026.04 | 85.59 | 77.54 | |
| ControlNet-FMBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 85.53 | 77.5 | |
| ControlNet-DiffBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 72.37 | 65.66 | |
| Siamese-DiffusionBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 62.39 | 57.23 | |
| ControlNet-DiffBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 53.28 | 48.06 |