Medical Image Segmentation on ETIS FedPolyp
84.57mDiceAlignFlow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AlignFlowBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 84.57 | 80.64 | |
| Siamese-DiffusionBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 82.98 | 79.03 | |
| ControlNet-FMBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 82.9 | 79.05 | |
| ControlNet-DiffBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 81.81 | 77.88 | |
| AlignFlow(SKL)Backbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 81.7 | 77.49 | |
| SegFormerBackbone=SegFormer, Augmentation Strategy=Baseline2026.04 | 81.53 | 77.83 | |
| T2I-AdapterBackbone=SegFormer, Augmentation Strategy=Synthetic Data Added2026.04 | 81.45 | 77.71 | |
| AlignFlowBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 77.39 | 73.22 | |
| Siamese-DiffusionBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 76.47 | 72.91 | |
| AlignFlowBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 76.45 | 72.83 | |
| ControlNet-FMBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 76.44 | 72.47 | |
| AlignFlow(SKL)Backbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 76.23 | 72.21 | |
| Siamese-DiffusionBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 76.19 | 72.11 | |
| AlignFlow(SKL)Backbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 75.82 | 72.09 | |
| ControlNet-FMBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 75.75 | 72.15 | |
| T2I-AdapterBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 75.6 | 72.08 | |
| UNetBackbone=UNet, Augmentation Strategy=Baseline2026.04 | 75.46 | 71.32 | |
| T2I-AdapterBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 74.39 | 70.36 | |
| ControlNet-DiffBackbone=UNet, Augmentation Strategy=Synthetic Data Added2026.04 | 74.17 | 70.67 | |
| DPTBackbone=DPT, Augmentation Strategy=Baseline2026.04 | 73.39 | 69.76 | |
| ControlNet-DiffBackbone=DPT, Augmentation Strategy=Synthetic Data Added2026.04 | 71.41 | 67.89 |