Metric: IoU (higher is better)
| # | Model↕ | IoU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ReN-UNet | 73.06 | No | Rethinking the Nested U-Net Approach: Enhancing ... | 2025-04-08 | Code |
| 2 | HistoSeg | 71.06 | No | HistoSeg : Quick attention with multi-loss funct... | 2022-09-01 | Code |
| 3 | LViT-L | 68.2 | No | LViT: Language meets Vision Transformer in Medic... | 2022-06-29 | Code |
| 4 | LViT-LW | 67.71 | No | LViT: Language meets Vision Transformer in Medic... | 2022-06-29 | Code |
| 5 | UCTransNet | 66.68 | No | LViT: Language meets Vision Transformer in Medic... | 2022-06-29 | Code |
| 6 | LoGo | 66.17 | No | Medical Transformer: Gated Axial-Attention for M... | 2021-02-21 | Code |
| 7 | MedT | 66.17 | No | Medical Transformer: Gated Axial-Attention for M... | 2021-02-21 | Code |
| 8 | DoubleUnet-DCA | 65.97 | No | Dual Cross-Attention for Medical Image Segmentat... | 2023-03-30 | Code |
| 9 | GTUNet | 65.94 | No | LViT: Language meets Vision Transformer in Medic... | 2022-06-29 | Code |
| 10 | UNet++ | 63.04 | No | LViT: Language meets Vision Transformer in Medic... | 2022-06-29 | Code |
| 11 | U-Net | 62.49 | No | Medical Transformer: Gated Axial-Attention for M... | 2021-02-21 | Code |