Segmentation on LiTS
97.7Dice ScoreLgma-net
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Lgma-net2026.05 | 97.7 | — | |
| Yang et al.2026.05 | 97.1 | — | |
| MAcGANArchitecture Category=Transformer / Hybrid2026.05 | 97 | — | |
| Swin-UNet2026.05 | 96.7 | — | |
| Li & Zhao2026.05 | 96.7 | — | |
| DefED-Net2026.05 | 96.3 | — | |
| HDenseUNetArchitecture Category=Transformer / Hybrid2026.05 | 96.1 | — | |
| MA-UNet2026.05 | 96 | — | |
| SEMIR2026.05 | 95.9 | — | |
| MAIL-SegBase network=SegNet, Params=12.58, Flops=7.892026.02 | 95.16 | 90.27 | |
| TOD-NetSegmentation Model=U-Net2021.03 | 95.01 | — | |
| MedNeXtLArchitecture Category=Transformer / Hybrid2026.05 | 94.6 | — | |
| EMCADParams=26.8, Flops=5.62026.02 | 94.57 | 89.82 | |
| DRIFA-NetParams=67.3, Flops=19.942026.02 | 94.5 | 89.82 | |
| MADGNetParams=31, Flops=14.22026.02 | 94.35 | 89.14 | |
| No denoiserSegmentation Model=U-Net2021.03 | 94.33 | — | |
| SwinUNetParams=27.2, Flops=6.22026.02 | 93.9 | 88.32 | |
| PolypPVTParams=25.1, Flops=5.32026.02 | 93.83 | 88.2 | |
| No denoiserSegmentation Model=Res-U-Net2021.03 | 93.51 | — | |
| TOD-NetSegmentation Model=V-Net2021.03 | 93.44 | — | |
| TOD-NetSegmentation Model=Res-U-Net2021.03 | 93.21 | — | |
| No denoiserSegmentation Model=V-Net2021.03 | 92.82 | — | |
| TOD-NetSegmentation Model=Vox-ResNet2021.03 | 92.43 | — | |
| No denoiserSegmentation Model=Vox-ResNet2021.03 | 92.19 | — | |
| TransUNetParams=105, Flops=38.52026.02 | 92.12 | 87.85 | |
| TransFuseParams=143, Flops=82.72026.02 | 91.34 | 86.25 | |
| MTTU-NetParams=71.6, Flops=20.92026.02 | 90.45 | 85.21 | |
| UNet++Params=9.2, Flops=34.72026.02 | 89.45 | 85.08 | |
| UNetParams=34.5, Flops=65.52026.02 | 88.8 | 84.64 | |
| AttnUNetParams=34.9, Flops=66.62026.02 | 86.72 | 84.98 | |
| SwinUNETRArchitecture Category=Transformer / Hybrid2026.05 | 86.7 | — | |
| Iris (FT)# shot=302026.03 | 64.6 | — | |
| MASS (FT)# shot=302026.03 | 64.5 | — | |
| Iris (IC)# shot=302026.03 | 63.3 | — | |
| Full supervisionEvaluation Protocol=Full supervision2026.03 | 63.2 | — | |
| SuPreM# shot=302026.03 | 62.7 | — | |
| Iris (FT)# shot=102026.03 | 59.4 | — | |
| Iris (IC)# shot=102026.03 | 59.2 | — | |
| MASS (FT)# shot=102026.03 | 56.1 | — | |
| OM-SimCLR# shot=302026.03 | 55.8 | — | |
| Merlin# shot=302026.03 | 55.1 | — | |
| SuPreM# shot=102026.03 | 53.9 | — | |
| OM-MG# shot=302026.03 | 52.2 | — | |
| OM-MAE# shot=302026.03 | 52.2 | — | |
| AnatoMix# shot=302026.03 | 52.1 | — | |
| OM-S3D# shot=302026.03 | 50.6 | — | |
| Scratch# shot=302026.03 | 50.4 | — | |
| AnatoMix# shot=102026.03 | 49.9 | — | |
| OM-SimCLR# shot=102026.03 | 49.2 | — | |
| Merlin# shot=102026.03 | 49.2 | — | |
| OM-MG# shot=102026.03 | 48.1 | — | |
| OM-S3D# shot=102026.03 | 42.8 | — | |
| Scratch# shot=102026.03 | 42.5 | — | |
| OM-MAE# shot=102026.03 | 40.5 | — | |
| MASS (IC)# shot=302026.03 | 4.5 | — | |
| MASS (IC)# shot=102026.03 | 2.6 | — |