Medical Image Segmentation on ACDC (DSC and HD95)
93.65DSCHiformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Hiformer2026.03 | 93.65 | 9.41 | |
| MD-RWKV-UNet2026.03 | 93.15 | 1.77 | |
| GCNV-NetFLOPs (G)=260.1, Params (M)=62.5, Latency (ms)=52.7, QEA=2.106, Rank=12026.04 | 92.95 | 0.73 | |
| MedNeXt-LFLOPs (G)=584.7, Params (M)=63.0, Latency (ms)=189.3, QEA=1.191, Rank=4, Stat. Sign.=✓2026.04 | 92.6 | 0.74 | |
| nnFormerFLOPs (G)=420.6, Params (M)=150.3, Latency (ms)=72.3, QEA=0.554, Rank=12, Stat. Sign.=✓2026.04 | 92.45 | 0.75 | |
| RWKV-UNet2026.03 | 92.17 | 2.75 | |
| xLSTM-VMUNet2026.03 | 92.14 | 3.12 | |
| PVT-EMCAD2026.03 | 92.12 | 4.57 | |
| SwinUNETRFLOPs (G)=774.8, Params (M)=62.0, Latency (ms)=27.3, QEA=0.859, Rank=9, Stat. Sign.=✓2026.04 | 92.02 | 0.77 | |
| nnU-Net-ResEncMFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=1.107, Rank=5, Stat. Sign.=✓2026.04 | 92.01 | 0.77 | |
| U-Mamba-BotFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=121.9, QEA=0.938, Rank=7, Stat. Sign.=✓2026.04 | 91.79 | 0.78 | |
| MedNeXt-MFLOPs (G)=254.6, Params (M)=17.6, Latency (ms)=103.1, QEA=1.743, Rank=2, Stat. Sign.=✓2026.04 | 91.73 | 0.78 | |
| nnU-Net-ResEncLFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=0.873, Rank=8, Stat. Sign.=✓2026.04 | 91.65 | 0.78 | |
| Trans-CASCADE2026.03 | 91.63 | 5.84 | |
| nnU-Net-NoResEncFLOPs (G)=951.0, Params (M)=31.2, Latency (ms)=33.7, QEA=1.660, Rank=3, Stat. Sign.=✓2026.04 | 91.58 | 0.78 | |
| nn-UNet2026.03 | 91.41 | 6.58 | |
| U-Mamba-EncFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=114.7, QEA=0.727, Rank=11, Stat. Sign.=✓2026.04 | 91.22 | 0.8 | |
| VM-UNet2026.03 | 91.12 | 7.03 | |
| E2ENetFLOPs (G)=482.7, Params (M)=14.9, Latency (ms)=64.9, QEA=0.853, Rank=10, Stat. Sign.=✓2026.04 | 90.95 | 0.81 | |
| PaNSegNetFLOPs (G)=953.0, Params (M)=44.2, Latency (ms)=33.4, QEA=0.439, Rank=13, Stat. Sign.=✓2026.04 | 90.57 | 0.83 | |
| PVT-GCASCADE2026.03 | 90.45 | 8.26 | |
| SegFormer3DFLOPs (G)=15.3, Params (M)=4.5, Latency (ms)=5.0, QEA=1.060, Rank=6, Stat. Sign.=✓2026.04 | 90.38 | 0.84 | |
| SDAUT2026.03 | 90.23 | 10.67 | |
| TransDeepLab2026.03 | 90.11 | 11.98 | |
| SwinUNet2026.03 | 90 | 13.23 | |
| CoTr2026.03 | 89.97 | 14.59 | |
| MixedUNet2026.03 | 89.84 | 15.82 | |
| TransUNet2026.03 | 89.71 | 17.16 | |
| Att-UNet2026.03 | 87.55 | 18.74 | |
| U-Net2026.03 | 85.98 | 19.31 |