Multi-organ Nucleus Segmentation on MoNuSeg (test)
74.04Mean IoUOurs
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Ourstraining_mode=trained from scratch2025.06 | 74.04 | 85.04 | 83.78 | 86.43 | 3.08 | 1.855 | 0.481 | |
| SAC 0-expertresults_source=original paper, mode=zero-shot2025.06 | 72.61 | 84.03 | — | — | — | — | — | |
| EMCADtraining_mode=fine-tuning2025.06 | 71.28 | 82.89 | 82.09 | 83.86 | 4.88 | 3.1818 | 0.6285 | |
| UN-SAMresults_source=original paper2025.06 | 70.82 | 82.86 | — | — | — | — | — | |
| PVT-CASCADEtraining_mode=fine-tuning2025.06 | 70.74 | 82.79 | 78.36 | 88.24 | 3.62 | 3.011 | 0.6163 | |
| All-in-SAMresults_source=original paper2025.06 | 69.76 | 82.44 | — | — | — | — | — | |
| UNet++training_mode=fine-tuning2025.06 | 69.34 | 81.83 | 75.31 | 90.29 | 4.22 | 2.7901 | 0.6458 | |
| SegResNettraining_mode=fine-tuning2025.06 | 69.02 | 81 | 80.97 | 82.5 | 5.87 | 13.029 | 2.8829 | |
| U2-Nettraining_mode=fine-tuning2025.06 | 68.89 | 81.33 | 77.2 | 86.88 | 4.44 | 13.445 | 3.0647 | |
| TransUNettraining_mode=fine-tuning2025.06 | 67.89 | 80.22 | 81.58 | 79.17 | 6.1 | 3.5602 | 0.7379 | |
| nnU-Nettraining_mode=fine-tuning2025.06 | 67.6 | 80.42 | 81.63 | 80.88 | 5.55 | 3.3357 | 0.6852 | |
| SelfReg-UNetbackbone=U-Net, resolution=224x2242024.06 | 67.07 | 80.18 | — | — | — | — | — | |
| FusionU-Nettraining_mode=fine-tuning2025.06 | 66.57 | 79.32 | 73.29 | 87.26 | 4.17 | 3.9401 | 0.8236 | |
| SelfReg-UNetbackbone=SwinUnet, resolution=224x224, pre-trained=ImageNet2024.06 | 65.87 | 79.38 | — | — | — | — | — | |
| UCTransNettraining_mode=fine-tuning2025.06 | 65.56 | 79.2 | 75.83 | 82.88 | 5.61 | 18.366 | 4.2 | |
| UCTransNetresolution=224x2242024.06 | 65.5 | 79.08 | — | — | — | — | — | |
| Swin-Unettraining_mode=fine-tuning2025.06 | 65.38 | 79.01 | 72.38 | 87.88 | 4.03 | 3.7871 | 0.7893 | |
| Trans Unetresolution=224x2242024.06 | 65.05 | 78.53 | — | — | — | — | — | |
| MRUnetresolution=224x2242024.06 | 64.83 | 78.22 | — | — | — | — | — | |
| SwinUnetresolution=224x224, pre-trained=ImageNet2024.06 | 63.77 | 77.69 | — | — | — | — | — | |
| AttUnetresolution=224x2242024.06 | 63.47 | 76.67 | — | — | — | — | — | |
| MedTresolution=224x2242024.06 | 63.37 | 77.46 | — | — | — | — | — | |
| Unet++resolution=224x2242024.06 | 63.04 | 77.01 | — | — | — | — | — | |
| Hover-Nettraining_mode=fine-tuning2025.06 | 62.9 | 77.26 | 77.67 | 77.54 | 6.89 | 3.8687 | 0.8114 | |
| U-Nettrained_from_scratch=true, resolution=224x2242024.06 | 62.86 | 76.45 | — | — | — | — | — | |
| U-Nettraining_mode=fine-tuning2025.06 | 59.62 | 73.42 | 74.87 | 73.04 | 7.66 | 3.6609 | 0.8109 | |
| InstaSAMresults_source=original paper2025.06 | 59.6 | 78.6 | — | — | — | — | — |