Nuclei Segmentation on MoNuSeg
84.17Dice CoefficientUN-SAM
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| UN-SAMManual prompt=No, Fine-tuned=Yes2025.08 | 84.17 | 72.93 | 84.27 | — | — | — | — | — | — | — | |
| ReN-UNet2025.04 | 84.12 | 73.06 | — | 81.46 | 87.3 | 0.0329 | 2.2422 | 0.1583 | — | — | |
| LKCell-LModel size=L2024.07 | 83.96 | — | 82.99 | — | — | — | — | — | — | — | |
| CellViT-SAM-H2024.07 | 83.08 | — | 86.8 | — | — | — | — | — | — | — | |
| SACManual prompt=No, Fine-tuned=Yes2025.08 | 82.89 | 69.22 | 82.98 | — | — | — | — | — | — | — | |
| PromptNucSegManual prompt=No, Fine-tuned=Yes2025.08 | 82.62 | 69.87 | 79.11 | — | — | — | — | — | — | — | |
| Med-SAManual prompt=Point, Fine-tuned=Yes2025.08 | 82.47 | 70.24 | 82.57 | — | — | — | — | — | — | — | |
| CellSAMManual prompt=No, Fine-tuned=Yes2025.08 | 82.28 | 69.96 | 82.4 | — | — | — | — | — | — | — | |
| SAMedManual prompt=Point, Fine-tuned=Yes2025.08 | 82.26 | 69.94 | 82.43 | — | — | — | — | — | — | — | |
| ConvNeXt-FD2026.05 | 82.23 | — | — | — | — | — | — | — | — | — | |
| H-SAMManual prompt=No, Fine-tuned=Yes2025.08 | 82.13 | 69.75 | 82.27 | — | — | — | — | — | — | — | |
| Pixel-wise annotation2026.05 | 81.94 | — | — | — | — | — | — | — | — | — | |
| UNet++2025.04 | 81.83 | 69.34 | — | 75.31 | 90.29 | 0.0422 | 2.7901 | 0.6458 | — | — | |
| SAMPOManual prompt=Point, Fine-tuned=No2025.08 | 81.83 | 69.25 | 82.72 | — | — | — | — | — | — | — | |
| U2-Net2025.04 | 81.33 | 68.89 | — | 77.2 | 86.88 | 0.0444 | 13.445 | 3.0647 | — | — | |
| Hover-net + Lou et al.2026.05 | 81.29 | — | — | — | — | — | — | — | — | — | |
| SNSeg2026.05 | 81.21 | — | — | — | — | — | — | — | — | — | |
| FFEDNet2026.05 | 81.2 | — | — | — | — | — | — | — | — | — | |
| nnU-NetManual prompt=No, Fine-tuned=Yes2025.08 | 81.09 | 68.28 | 81.24 | — | — | — | — | — | — | — | |
| Universal-model2026.05 | 81 | — | — | — | — | — | — | — | — | — | |
| nnUNet2025.04 | 80.42 | 67.6 | — | 81.63 | 80.88 | 0.0555 | 3.3357 | 0.6852 | — | — | |
| Huang et al.2026.05 | 80.27 | — | — | — | — | — | — | — | — | — | |
| TSCA-Net2026.05 | 80.23 | — | — | — | — | — | — | — | — | — | |
| TransUNet2025.04 | 80.22 | 67.89 | — | 81.58 | 79.17 | 0.061 | 3.5602 | 0.7379 | — | — | |
| He et al.2026.05 | 79.86 | — | — | — | — | — | — | — | — | — | |
| UCTransNet2025.04 | 79.2 | 65.56 | — | 75.83 | 82.88 | 0.0561 | 18.366 | 4.2 | — | — | |
| Swin-Unet2025.04 | 79.01 | 65.38 | — | 72.38 | 87.88 | 0.0403 | 3.7871 | 0.7893 | — | — | |
| UCTransNet2026.05 | 78.39 | — | — | — | — | — | — | — | — | — | |
| All-in-SAMManual prompt=No, Fine-tuned=Yes2025.08 | 78.38 | 65.94 | 79.21 | — | — | — | — | — | — | — | |
| Swin-Unet2026.05 | 78.25 | — | — | — | — | — | — | — | — | — | |
| Hover-Net2025.04 | 77.26 | 62.9 | — | 77.67 | 77.54 | 0.0689 | 3.8687 | 0.8114 | — | — | |
| Attention-UNetManual prompt=No, Fine-tuned=Yes2025.08 | 76.89 | 62.92 | 77.45 | — | — | — | — | — | — | — | |
| Unet++Manual prompt=No, Fine-tuned=Yes2025.08 | 76.78 | 62.97 | 78.31 | — | — | — | — | — | — | — | |
| TransUNetManual prompt=No, Fine-tuned=Yes2025.08 | 75.08 | 61.41 | 76.55 | — | — | — | — | — | — | — | |
| U-NetManual prompt=No, Fine-tuned=Yes2025.08 | 74.06 | 60.25 | 75.57 | — | — | — | — | — | — | — | |
| U-Net2025.04 | 73.42 | 59.62 | — | 74.87 | 73.04 | 0.0766 | 3.6609 | 0.8109 | — | — | |
| IAU-NetSupervision=Weakly supervised2026.04 | 72.99 | 58.35 | — | — | — | — | — | — | — | — | |
| MaxViT-UNet2024.07 | 72.08 | — | 83.78 | — | — | — | — | — | — | — | |
| U-Net++2024.07 | 66.17 | — | 79.49 | — | — | — | — | — | — | — | |
| Med Transformer2024.07 | 66.17 | — | 79.55 | — | — | — | — | — | — | — | |
| U-Net2024.07 | 65.99 | — | 79.43 | — | — | — | — | — | — | — | |
| SAMedManual prompt=No, Fine-tuned=Yes2025.08 | 65.76 | 51.82 | 65.96 | — | — | — | — | — | — | — | |
| U-NetParams=31.0M, Pre-trained ImageNet Backbone=false, Zero-shot (without retraining)=true2026.05 | 65.1 | — | 65.1 | — | — | — | — | — | — | — | |
| AMNParams=66.5M, Pre-trained ImageNet Backbone=true, Zero-shot (without retraining)=true2026.05 | 65.1 | — | 65.1 | — | — | — | — | — | — | — | |
| Med-SAManual prompt=No, Fine-tuned=Yes2025.08 | 64.91 | 51.02 | 65.06 | — | — | — | — | — | — | — | |
| SegNetParams=16.5M, Pre-trained ImageNet Backbone=false, Zero-shot (without retraining)=true2026.05 | 64.88 | — | 64.88 | — | — | — | — | — | — | — | |
| HmsU-NetParams=68.2M, Pre-trained ImageNet Backbone=true, Zero-shot (without retraining)=true2026.05 | 64.83 | — | 64.83 | — | — | — | — | — | — | — | |
| Swin-unet2024.07 | 64.71 | — | 79.56 | — | — | — | — | — | — | — | |
| ResU-NetParams=32.4M, Pre-trained ImageNet Backbone=false, Zero-shot (without retraining)=true2026.05 | 64.7 | — | 64.7 | — | — | — | — | — | — | — | |
| Scribble2LabelSupervision=Weakly supervised2026.04 | 64.08 | 58.11 | — | — | — | — | — | — | — | — | |
| ConvFormer-UNetParams=18.4M, Pre-trained ImageNet Backbone=false, Zero-shot (without retraining)=true2026.05 | 63.63 | — | 63.63 | — | — | — | — | — | — | — | |
| rLossSupervision=Weakly supervised2026.04 | 63.37 | 57.89 | — | — | — | — | — | — | — | — | |
| pCE OnlySupervision=Weakly supervised2026.04 | 63.19 | 57.66 | — | — | — | — | — | — | — | — | |
| Pseudo-LabelSupervision=Weakly supervised2026.04 | 61.13 | 56.07 | — | — | — | — | — | — | — | — | |
| BEFUnetParams=33.2M, Pre-trained ImageNet Backbone=true, Zero-shot (without retraining)=true2026.05 | 57.57 | — | 57.57 | — | — | — | — | — | — | — | |
| DeepLabV3+Params=44.5M, Pre-trained ImageNet Backbone=true, Zero-shot (without retraining)=true2026.05 | 56.21 | — | 56.21 | — | — | — | — | — | — | — | |
| ViT-SmallParams=22.2M, Pre-trained ImageNet Backbone=true, Zero-shot (without retraining)=true2026.05 | 47.67 | — | 47.67 | — | — | — | — | — | — | — | |
| SAM2Manual prompt=Point, Fine-tuned=No2025.08 | 44.51 | 29.81 | 44.85 | — | — | — | — | — | — | — | |
| Original SAMManual prompt=Point, Fine-tuned=Yes2025.08 | 37.54 | 22.47 | 46.33 | — | — | — | — | — | — | — | |
| SAM3Manual prompt=Text, Fine-tuned=No2025.08 | 31.56 | 45.75 | 31.47 | — | — | — | — | — | — | — | |
| Original SAMManual prompt=No, Fine-tuned=Yes2025.08 | 20.28 | 12.62 | 25.25 | — | — | — | — | — | — | — | |
| GrabCutSupervision=Weakly supervised2026.04 | 15.34 | 7.03 | — | — | — | — | — | — | — | — | |
| Axial Attention U-NetType=Fully Attention Baseline2021.02 | — | 62.49 | 76.83 | — | — | — | — | — | — | — | |
| FCNType=Convolutional Baselines2021.02 | — | 28.71 | 28.84 | — | — | — | — | — | — | — | |
| Gated Axial Attn.Type=Proposed2021.02 | — | 62.01 | 76.44 | — | — | — | — | — | — | — | |
| LoGoType=Proposed2021.02 | — | 66.17 | 79.56 | — | — | — | — | — | — | — | |
| MedTType=Proposed2021.02 | — | 66.17 | 79.55 | — | — | — | — | — | — | — | |
| Res-UNetType=Convolutional Baselines2021.02 | — | 66.07 | 79.49 | — | — | — | — | — | — | — | |
| U-NetType=Convolutional Baselines2021.02 | — | 65.99 | 79.43 | — | — | — | — | — | — | — | |
| U-NetArchitecture=Original2026.04 | — | 74.46 | — | — | — | — | — | — | 87.36 | 61.55 | |
| U-Net + oursArchitecture=U-Net with proposed method2026.04 | — | 76.99 | — | — | — | — | — | — | 89.71 | 64.28 | |
| U-Net++Type=Convolutional Baselines2021.02 | — | 66.04 | 79.49 | — | — | — | — | — | — | — | |
| UCTransNetArchitecture=Original2026.04 | — | 74.36 | — | — | — | — | — | — | 87.79 | 60.93 | |
| UCTransNet + oursArchitecture=UCTransNet with proposed method2026.04 | — | 77.36 | — | — | — | — | — | — | 90.15 | 64.58 |