Medical Image Segmentation on ACDC (Region IoU and Dice)
79.1Average IoUSegNetr
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SegNetrParams=12.26 M, GFLOPs=10.182023.07 | 79.1 | 76.1 | 73.8 | 87.2 | 84.7 | |
| Swin-UNetParams=25.86 M, GFLOPs=5.862023.07 | 78 | 75.4 | 72.2 | 86.5 | 84.3 | |
| EANetParams=47.07 M, GFLOPs=98.632023.07 | 77.9 | 74.2 | 73.2 | 86.4 | 83.9 | |
| TransUNetParams=88.87 M, GFLOPs=24.632023.07 | 77.7 | 75 | 71.5 | 86.6 | 83.8 | |
| U-NetParams=29.59 M, GFLOPs=41.832023.07 | 77.4 | 74.3 | 71.7 | 86.1 | 83.4 | |
| SegNetParams=17.94 M, GFLOPs=22.352023.07 | 77.4 | 73.8 | 72 | 86.4 | 83.6 | |
| FAT-NetParams=28.23 M, GFLOPs=42.832023.07 | 76.8 | 74.3 | 70.2 | 85.9 | 83.4 | |
| SegNetr-SParams=3.60 M, GFLOPs=2.712023.07 | 75.3 | 72.3 | 69.2 | 84.5 | 82.1 | |
| UNeXt-LParams=3.80 M, GFLOPs=1.082023.07 | 74.4 | 71.9 | 67.5 | 84 | 81.5 | |
| UNeXtParams=1.40 M, GFLOPs=0.442023.07 | 71.9 | 69.7 | 64.6 | 81.4 | 79.6 | |
| VL-DUNInput Image Quality=LQ2026.01 | 66.3 | — | — | — | 75.63 | |
| SAMInput Image Quality=HQ2026.01 | 64.08 | — | — | — | 68.91 | |
| EM-DenoiSegInput Image Quality=HQ2026.01 | 63.21 | — | — | — | 62.15 | |
| IMISInput Image Quality=HQ2026.01 | 61.89 | — | — | — | 72.83 | |
| SAM3Input Image Quality=HQ2026.01 | 56.82 | — | — | — | 68.25 | |
| Med-SAMInput Image Quality=HQ2026.01 | 56.35 | — | — | — | 67.54 |