Medical Image Segmentation on CVC-ColonDB FedPolyp
86.52Dice ScoreAlignFlow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AlignFlowBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 86.52 | 81.34 | |
| Siamese-DiffusionBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 85.33 | 80.38 | |
| AlignFlowBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 84.65 | 79.67 | |
| AlignFlow(SKL)Backbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 84.59 | 79.59 | |
| AlignFlow(SKL)Backbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 84.57 | 80.05 | |
| ControlNet-FMBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 84.19 | 79.59 | |
| ControlNet-DiffBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 83.97 | 79.31 | |
| SegFormerBackbone=SegFormer, Augmentation Strategy=Baseline2026.04 | 83.53 | 79.11 | |
| Siamese-DiffusionBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 82.94 | 78.16 | |
| T2I-AdapterBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 82.69 | 78.4 | |
| T2I-AdapterBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 82.55 | 77.67 | |
| ControlNet-FMBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 82.54 | 77.79 | |
| AlignFlowBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 82.41 | 77.38 | |
| ControlNet-DiffBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 81.8 | 76.89 | |
| DPTBackbone=DPT, Augmentation Strategy=Baseline2026.04 | 81.66 | 76.61 | |
| AlignFlow(SKL)Backbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 81.29 | 76.39 | |
| ControlNet-FMBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 80.67 | 75.75 | |
| ControlNet-DiffBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 80.33 | 75.63 | |
| UNetBackbone=UNet, Augmentation Strategy=Baseline2026.04 | 79.07 | 74.16 | |
| Siamese-DiffusionBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 78.13 | 73.71 | |
| T2I-AdapterBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 77.48 | 73.11 |