Cell Segmentation on CellSeg
86.68Dice CoefficientMCADS
Evaluation Results
| Method | Links | |
|---|---|---|
| MCADSParams=50.90 M, Flops=61.89 G2026.07 | 86.68 | |
| MedCAGDParams=30.60 M, Flops=05.00 G2026.07 | 86.61 | |
| nnU-NetParams=31.29 M, Flops=55.26 G2026.07 | 83.53 | |
| UCTransNetParams=65.60 M, Flops=56.70 G2026.07 | 79.33 | |
| EMCADParams=26.76 M, Flops=05.60 G2026.07 | 79.13 | |
| TransUNetParams=105.32 M, Flops=38.52 G2026.07 | 79.08 | |
| PraNetParams=32.55 M, Flops=06.93 G2026.07 | 79.07 | |
| Swin-UnetParams=27.17 M, Flops=06.20 G2026.07 | 78.84 | |
| UNet++Params=09.16 M, Flops=34.65 G2026.07 | 78.3 | |
| UNeXtParams=1.470 M, Flops=0.570 G2026.07 | 75.71 | |
| Swin-UMambaParams=60.00 M, Flops=68.00 G2026.07 | 75.56 | |
| VM-UNetParams=27.43 M, Flops=04.12 G2026.07 | 74.94 | |
| AttnUNetParams=34.88 M, Flops=66.64 G2026.07 | 72.64 | |
| DeepLabv3+Params=39.76 M, Flops=14.92 G2026.07 | 71.9 | |
| U-NetParams=34.53 M, Flops=65.53 G2026.07 | 71.52 |