Medical Image Segmentation on KOWA REFUGE2
90.36mDiceAlignFlow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AlignFlowBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 90.36 | 83.96 | |
| AlignFlowBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 89.77 | 82.77 | |
| AlignFlow(SKL)Backbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 89.65 | 82.57 | |
| UNetBackbone=UNet, Augmentation Strategy=Baseline2026.04 | 89.29 | 82.14 | |
| ControlNet-FMBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 89.24 | 82.36 | |
| AlignFlow(SKL)Backbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 89.19 | 82.5 | |
| T2I-AdapterBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 88.95 | 81.7 | |
| ControlNet-FMBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 88.75 | 81.3 | |
| AlignFlowBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 88.59 | 81.25 | |
| T2I-AdapterBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 88.44 | 81.02 | |
| AlignFlow(SKL)Backbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 87.96 | 80.49 | |
| ControlNet-FMBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 87.67 | 79.88 | |
| T2I-AdapterBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 87.55 | 79.67 | |
| SegFormerBackbone=SegFormer, Augmentation Strategy=Baseline2026.04 | 87.22 | 79.37 | |
| Siamese-DiffusionBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 87.11 | 80.43 | |
| DPTBackbone=DPT, Augmentation Strategy=Baseline2026.04 | 86.48 | 78.28 | |
| Siamese-DiffusionBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 84.79 | 77.86 | |
| ControlNet-DiffBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 81.12 | 73.46 | |
| Siamese-DiffusionBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 80.1 | 72.42 | |
| ControlNet-DiffBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 72.96 | 66.73 | |
| ControlNet-DiffBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 66.75 | 59.03 |