Medical Image Segmentation on MSCMRseg LGE MRI (test)
94.4Dice (LV)nnUNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| nnUNetData=masks, Number of annotations=252024.02 | 94.4 | 88 | 88.2 | 90.2 | |
| ScribFormerData=scribbles, Number of annotations=252024.02 | 89.6 | 80.7 | 81.3 | 83.9 | |
| UDA-VAE++2025.03 | 88.64 | 75.82 | 70.75 | 78.4 | |
| CycleMixSData=scribbles, Number of annotations=252024.02 | 87 | 73.9 | 79.1 | 80 | |
| SynFoC2025.03 | 86.9 | 78.81 | 71.47 | 79.06 | |
| Puzzle MixFData=masks, Number of annotations=252024.02 | 86.7 | 74.2 | 75.9 | 78.9 | |
| UNet++ FData=masks, Number of annotations=252024.02 | 86.6 | 74.5 | 73.1 | 77.4 | |
| CycleMixFData=masks, Number of annotations=252024.02 | 86.4 | 78.5 | 78.1 | 81 | |
| UNet+ FData=masks, Number of annotations=252024.02 | 85.7 | 72 | 68.9 | 75.5 | |
| UNetFData=masks, Number of annotations=252024.02 | 85 | 72.1 | 73.8 | 77 | |
| UDA-VAE2025.03 | 84.41 | 72.59 | 68.42 | 75.14 | |
| SIFA2025.03 | 83.31 | 79.04 | 67.69 | 76.68 | |
| MixUpData=scribbles, Number of annotations=252024.02 | 61 | 46.3 | 37.8 | 48.4 | |
| CutMixData=scribbles, Number of annotations=252024.02 | 57.8 | 62.2 | 76.1 | 65.4 | |
| UNet++ pceData=scribbles, Number of annotations=252024.02 | 49.7 | 50.6 | 47.2 | 49.2 | |
| UNet+ pceData=scribbles, Number of annotations=252024.02 | 49.4 | 58.3 | 5.7 | 37.8 | |
| CutoutData=scribbles, Number of annotations=252024.02 | 45.9 | 64.1 | 69.7 | 59.9 | |
| Co-mixupData=scribbles, Number of annotations=252024.02 | 35.6 | 34.3 | 5.3 | 25.1 | |
| NoAdapt2025.03 | 34.51 | 31.1 | 14.5 | 26.7 | |
| Puzzle MixData=scribbles, Number of annotations=252024.02 | 6.1 | 63.4 | 2.8 | 24.1 |