Gland Segmentation on GlaS
0.8684mIoUours w/o OEEM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ours w/o OEEMBackbone=PSPNet & ResNet38, Supervision=fully2022.06 | 0.8684 | 0.9296 | 0.9324 | |
| MedFlowSegTask-Specific=false2026.04 | 0.868 | 0.928 | — | |
| DCANTask-Specific=true, Task Group=Histology Gland2026.04 | 0.838 | 0.912 | — | |
| MedSegDiffv2Task-Specific=false, Type=Generative2026.04 | 0.829 | 0.907 | — | |
| Trans2UnetBackbone=ViT-Base2024.07 | 0.8254 | 0.8984 | — | |
| UCTransNetBackbone=UCTransNet, Supervision=fully2022.06 | 0.8224 | 0.9025 | — | |
| TA-NetTask-Specific=true, Task Group=Histology Gland2026.04 | 0.822 | 0.902 | — | |
| MAAYear=2025, Supervision level=Weakly Supervised2026.03 | 0.8199 | 0.901 | — | |
| FlowSDFTask-Specific=false, Type=Generative2026.04 | 0.817 | 0.899 | — | |
| MedSegDiffTask-Specific=false, Type=Generative2026.04 | 0.808 | 0.894 | — | |
| MPFPYear=2025, Supervision level=Weakly Supervised2026.03 | 0.8044 | — | — | |
| nnUNetTask-Specific=false, Type=Deterministic2026.04 | 0.803 | 0.891 | — | |
| Weakly Supervised Teacher–Student Framework with Progressive Pseudo-mask RefinementSupervision level=Weakly Supervised2026.03 | 0.801 | 0.891 | — | |
| UNetrTask-Specific=false, Type=Deterministic2026.04 | 0.801 | 0.89 | — | |
| Swin-UNetrTask-Specific=false, Type=Deterministic2026.04 | 0.783 | 0.878 | — | |
| TransAttUNetYear=2023, Supervision level=Fully Supervised2026.03 | 0.777 | 0.867 | — | |
| EnsemDiffTask-Specific=false, Type=Generative2026.04 | 0.776 | 0.874 | — | |
| OEEMBackbone=PSPNet & ResNet38, Supervision=weakly2022.06 | 0.7756 | 0.8736 | 0.8735 | |
| SegDiffTask-Specific=false, Type=Generative2026.04 | 0.774 | 0.872 | — | |
| HAMILYear=2023, Supervision level=Weakly Supervised2026.03 | 0.7737 | — | — | |
| UltraUNetTask-Specific=true, Task Group=Cardiac Ultrasound2026.04 | 0.765 | 0.867 | — | |
| OEEMYear=2022, Supervision level=Weakly Supervised2026.03 | 0.7648 | 0.834 | — | |
| TransBTSTask-Specific=true, Task Group=Brain Tumor2026.04 | 0.764 | 0.866 | — | |
| CBFNetYear=2024, Supervision level=Weakly Supervised2026.03 | 0.763 | — | — | |
| ours w/o OEEMBackbone=PSPNet & ResNet38, Supervision=weakly2022.06 | 0.7564 | 0.8613 | 0.8236 | |
| DA-TransUNetYear=2024, Supervision level=Fully Supervised2026.03 | 0.756 | 0.853 | — | |
| ECHO-SegNetTask-Specific=true, Task Group=Cardiac Ultrasound2026.04 | 0.742 | 0.852 | — | |
| AME-CAMYear=2023, Supervision level=Weakly Supervised2026.03 | 0.7409 | — | — | |
| ResUNet++Year=2019, Supervision level=Fully Supervised2026.03 | 0.738 | 0.841 | — | |
| MLPSYear=2022, Supervision level=Weakly Supervised2026.03 | 0.736 | — | — | |
| TransUNetTask-Specific=false, Type=Deterministic2026.04 | 0.733 | 0.846 | — | |
| BEALTask-Specific=true, Task Group=Optic Disc/Cup2026.04 | 0.73 | 0.844 | — | |
| SwinBTSTask-Specific=true, Task Group=Brain Tumor2026.04 | 0.729 | 0.843 | — | |
| AMRYear=2022, Supervision level=Weakly Supervised2026.03 | 0.7283 | — | — | |
| KiU-NetYear=2020, Supervision level=Fully Supervised2026.03 | 0.728 | 0.833 | — | |
| KiU-Net2024.07 | 0.7278 | 0.8325 | — | |
| SC-CAMBackbone=PSPNet & ResNet38, Supervision=weakly2022.06 | 0.7152 | 0.834 | 0.8332 | |
| SC-CAMYear=2020, Supervision level=Weakly Supervised2026.03 | 0.7152 | 0.834 | — | |
| SEAMYear=2020, Supervision level=Weakly Supervised2026.03 | 0.7136 | 0.7959 | — | |
| KiU-NetBackbone=KiU-Net, Supervision=fully2022.06 | 0.7131 | 0.8325 | — | |
| UNet++Year=2018, Supervision level=Fully Supervised2026.03 | 0.702 | 0.819 | — | |
| TransUNetYear=2021, Supervision level=Fully Supervised2026.03 | 0.701 | 0.815 | — | |
| AttentionUNetYear=2018, Supervision level=Fully Supervised2026.03 | 0.701 | 0.816 | — | |
| MedTBackbone=Vision Transformer, Supervision=fully2022.06 | 0.6961 | 0.8208 | 0.8102 | |
| MedTYear=2021, Supervision level=Fully Supervised2026.03 | 0.696 | 0.81 | — | |
| ResUNetTask-Specific=true, Task Group=Optic Disc/Cup2026.04 | 0.696 | 0.821 | — | |
| Adv-CAMBackbone=PSPNet & ResNet38, Supervision=weakly2022.06 | 0.6854 | 0.8133 | 0.8136 | |
| Adv-CAMYear=2021, Supervision level=Weakly Supervised2026.03 | 0.6854 | 0.8133 | — | |
| SEAMBackbone=PSPNet & ResNet38, Supervision=weakly2022.06 | 0.6611 | 0.7959 | 0.795 | |
| Seg-NetYear=2017, Supervision level=Fully Supervised2026.03 | 0.66 | 0.786 | — | |
| Res-UNetBackbone=Res-UNet, Supervision=fully2022.06 | 0.6595 | 0.7948 | 0.7883 | |
| Res-Unet2024.07 | 0.6595 | 0.7883 | — | |
| UnetBackbone=Unet, Supervision=fully2022.06 | 0.6534 | 0.7904 | 0.7778 | |
| Unet2024.07 | 0.6534 | 0.7778 | — | |
| UNetYear=2015, Supervision level=Fully Supervised2026.03 | 0.648 | 0.776 | — | |
| Axial Attention Unet2024.07 | 0.6303 | 0.763 | — | |
| ReCAMYear=2022, Supervision level=Weakly Supervised2026.03 | 0.5631 | — | — | |
| FCN2024.07 | 0.5058 | 0.6661 | — |