Medical Image Segmentation on 2018 Data Science Bowl
Metric: mIoU (higher is better)
Metric: mIoU (higher is better)
| # | Model↕ | mIoU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ReN-UNet | 87.22 | No | Rethinking the Nested U-Net Approach: Enhancing ... | 2025-04-08 | Code |
| 2 | Unet++ | 0.9255 | No | UNet++: A Nested U-Net Architecture for Medical ... | 2018-07-18 | Code |
| 3 | DuAT | 0.87 | No | DuAT: Dual-Aggregation Transformer Network for M... | 2022-12-21 | Code |
| 4 | SSFormer-L | 0.8614 | No | Stepwise Feature Fusion: Local Guides Global | 2022-03-07 | Code |
| 5 | Trans2Unet | 0.8614 | No | Trans2Unet: Neural fusion for Nuclei Semantic Se... | 2024-07-24 | - |
| 6 | FANet | 0.8569 | No | FANet: A Feedback Attention Network for Improved... | 2021-03-31 | Code |
| 7 | MSRF-Net | 0.8534 | No | MSRF-Net: A Multi-Scale Residual Fusion Network ... | 2021-05-16 | Code |
| 8 | DCSAU-Net | 0.8501 | No | DCSAU-Net: A Deeper and More Compact Split-Atten... | 2022-02-02 | Code |
| 9 | DoubleUNet | 0.8407 | No | DoubleU-Net: A Deep Convolutional Neural Network... | 2020-06-08 | Code |