Cardiac Segmentation on ACDC (Dice and HD metrics)
96.1Dice (LV)BiSegMamba
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BiSegMamba2026.05 | 96.1 | 90.32 | 91.28 | 92.57 | — | — | — | — | |
| SelfReg-UNet (UNet)base_architecture=UNet2026.06 | 95.88 | 89.49 | 88.92 | 91.43 | — | — | — | — | |
| EoSeg2026.06 | 95.85 | 89.11 | 90.23 | 91.73 | — | — | — | — | |
| Swin-Unet2026.05 | 95.83 | 85.62 | 88.55 | 90 | — | — | — | — | |
| TransUNet2026.05 | 95.73 | 84.54 | 88.86 | 89.71 | — | — | — | — | |
| SelfReg-UNet (SwinUNet)base_architecture=SwinUNet2026.06 | 95.7 | 89.27 | 89.49 | 91.49 | — | — | — | — | |
| nnFormer2026.05 | 95.65 | 89.58 | 90.94 | 92.06 | — | — | — | — | |
| Hiformer2026.06 | 95.47 | 88.44 | 88.55 | 90.82 | — | — | — | — | |
| nnU-Net2026.05 | 95.36 | 89.24 | 90.24 | 91.61 | — | — | — | — | |
| PVT - CASCADE2026.06 | 95.19 | 88.96 | 87.2 | 90.45 | — | — | — | — | |
| TransUnet2026.06 | 95.18 | 87.27 | 86.67 | 89.71 | — | — | — | — | |
| SegMamba-V2Experimental Setting=Reproduced under current experimental setting2026.05 | 94.89 | 89.31 | 88.16 | 90.79 | — | — | — | — | |
| Unet2026.06 | 94.68 | 87.21 | 87.17 | 89.68 | — | — | — | — | |
| LeVit-Unet2026.06 | 94.32 | 84.75 | 85.56 | 88.21 | — | — | — | — | |
| SwinUnet2026.06 | 94.03 | 84.42 | 85.77 | 88.07 | — | — | — | — | |
| UNETR2026.05 | 94.02 | 86.52 | 85.29 | 86.61 | — | — | — | — | |
| R50 + AttnUNetbackbone=ResNet-502026.06 | 93.47 | 79.2 | 87.58 | 86.75 | — | — | — | — | |
| HELPNetSupervision=Scribble-supervised2026.05 | 93.1 | 85.9 | 93.1 | 90.1 | 5.8 | 2.78 | 3.92 | 3.83 | |
| ViT + CUPbackbone=ViT2026.06 | 92.18 | 70.71 | 81.46 | 81.45 | — | — | — | — | |
| MISSFormer2026.05 | 91.59 | 85.75 | 86.36 | 87.9 | — | — | — | — | |
| FullSup-nnUNetSupervision=Fully-supervised2026.05 | 90.3 | 81.7 | 90.2 | 87.4 | 7.71 | 7.81 | 5.15 | 6.89 | |
| ZScribbleSegSupervision=Scribble-supervised2026.05 | 90 | 82.5 | 86.2 | 86.2 | 7.69 | 8.93 | 12.74 | 9.79 | |
| TIP25Supervision=Scribble-supervised2026.05 | 89.4 | 82.2 | 87.3 | 86.3 | 7.26 | 7.08 | 8.74 | 7.69 | |
| WSL4Supervision=Scribble-supervised2026.05 | 89 | 81.8 | 86.3 | 85.7 | 39.75 | 68.8 | 31.61 | 46.72 | |
| ShapePUSupervision=Scribble-supervised2026.05 | 88.5 | 80.6 | 85.1 | 84.8 | 20.17 | 41.81 | 20.06 | 27.35 | |
| FullSupUNetSupervision=Fully-supervised2026.05 | 88.2 | 82.4 | 85.6 | 85.4 | 11.94 | 12.65 | 14.82 | 13.14 | |
| ScribFormerSupervision=Scribble-supervised2026.05 | 88 | 79.4 | 89.4 | 85.6 | 14.96 | 17.38 | 13.48 | 15.27 | |
| MAAGSupervision=Scribble-supervised2026.05 | 87.9 | 81.7 | 75.2 | 81.6 | 25.23 | 26.83 | 22.73 | 24.93 | |
| CycleMixSupervision=Scribble-supervised2026.05 | 87.6 | 79.4 | 82.9 | 83.3 | 16.6 | 18.04 | 19.09 | 17.91 | |
| CVIRSupervision=Scribble-supervised2026.05 | 86.6 | 79.7 | 73.7 | 80 | 47.51 | 10.7 | 14.39 | 24.2 | |
| nnPUSupervision=Scribble-supervised2026.05 | 86.2 | 79.2 | 82.9 | 82.8 | 67.28 | 18.6 | 14.64 | 33.51 | |
| GatedCRFSupervision=Scribble-supervised2026.05 | 84.6 | 74.4 | 82.2 | 80.4 | 37.38 | 22.3 | 20.88 | 26.85 | |
| PCESupervision=Scribble-supervised2026.05 | 80.5 | 73.7 | 76.9 | 77 | 62.55 | 68.3 | 59.62 | 63.4 |