Medical Image Segmentation on ACDC (DSC by Structure)
90.94DSC (RV)nnFormer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| nnFormerParams (M)=149.62026.04 | 90.94 | 89.58 | 95.65 | 92.06 | |
| BRAU-Net++2025.05 | 90.72 | 89.57 | 95.9 | 92.07 | |
| MSLAU-Net2025.05 | 90.38 | 90.06 | 95.95 | 92.13 | |
| RF-HiTParams (M)=13.6, GFLOPs=10.142026.04 | 89.99 | 89.74 | 94.09 | 91.27 | |
| MISSFormerParams (M)=42.46, GFLOPs=7.252026.04 | 89.55 | 88.04 | 94.99 | 90.86 | |
| MISSFormer2025.05 | 89.55 | 88.04 | 94.99 | 90.86 | |
| VM-UNet2025.05 | 88.93 | 87.35 | 94.98 | 90.42 | |
| PVT-CASCADE2025.05 | 88.9 | 89.97 | 95.5 | 91.46 | |
| TransUNetParams (M)=96.07, GFLOPs=88.912026.04 | 88.86 | 84.53 | 95.73 | 89.71 | |
| TransUNet2025.05 | 88.86 | 84.54 | 95.73 | 89.71 | |
| SwinUnetParams (M)=27.17, GFLOPs=6.22026.04 | 88.55 | 85.62 | 95.83 | 90 | |
| Swin-Unet2025.05 | 88.55 | 85.62 | 95.83 | 90 | |
| R50+Att-UNet2025.05 | 87.58 | 79.2 | 93.47 | 86.75 | |
| R50+U-Net2025.05 | 87.1 | 80.63 | 94.92 | 87.55 | |
| UNETRParams (M)=92.58, GFLOPs=54.702026.04 | 85.29 | 86.52 | 94.02 | 88.61 |