Binary Segmentation on GLAS
92.35DSCRWKV-UNet
Evaluation Results
| Method | Links | |
|---|---|---|
| RWKV-UNetParams.=17.13M, FLOPS=14.50G2025.01 | 92.35 | |
| RWKV-UNetParams.=17.13M, FLOPS=14.50G2025.01 | 92.35 | |
| RWKV-UNet-SParams.=9.70M, FLOPS=7.64G2025.01 | 92.11 | |
| RWKV-UNet-SParams.=9.70M, FLOPS=7.64G2025.01 | 92.11 | |
| RWKV-UNet-TParams.=3.15M, FLOPS=3.70G2025.01 | 91.96 | |
| RWKV-UNet-TParams.=3.15M, FLOPS=3.70G2025.01 | 91.96 | |
| PVT-CASCADEParams.=35.27M, FLOPS=8.20G2025.01 | 91.85 | |
| PVT-CASCADEParams.=35.27M, FLOPS=8.20G2025.01 | 91.85 | |
| PVT-EMCAD-B2Params.=26.76M, FLOPS=5.64G2025.01 | 91.77 | |
| PVT-EMCAD-B2Params.=26.76M, FLOPS=5.64G2025.01 | 91.77 | |
| TransUNetParams.=105.3M, FLOPS=33.42G2025.01 | 91.58 | |
| TransUNetParams.=105.3M, FLOPS=33.42G2025.01 | 91.58 | |
| FCBFormerParams.=51.96M, FLOPS=41.22G2025.01 | 91.13 | |
| FCBFormerParams.=51.96M, FLOPS=41.22G2025.01 | 91.13 | |
| R50-UNetParams.=28.78M, FLOPS=9.72G2025.01 | 90.64 | |
| R50-UNetParams.=28.78M, FLOPS=9.72G2025.01 | 90.64 | |
| Att-UNetParams.=8.73M, FLOPS=16.78G2025.01 | 89.14 | |
| Att-UNetParams.=8.73M, FLOPS=16.78G2025.01 | 89.14 | |
| UNet++Params.=9.16M, FLOPS=34.71G2025.01 | 88.93 | |
| UNet++Params.=9.16M, FLOPS=34.71G2025.01 | 88.93 | |
| U-NetParams.=7.77M, FLOPS=12.16G2025.01 | 88.56 | |
| U-NetParams.=7.77M, FLOPS=12.16G2025.01 | 88.56 | |
| Rolling-UNet-MParams.=7.10M, FLOPS=8.31G2025.01 | 88.12 | |
| Rolling-UNet-MParams.=7.10M, FLOPS=8.31G2025.01 | 88.12 | |
| U-KANParams.=25.36M, FLOPS=8.08G2025.01 | 87.42 | |
| U-KANParams.=25.36M, FLOPS=8.08G2025.01 | 87.42 | |
| UNextParams.=1.47M, FLOPS=0.58G2025.01 | 84.09 | |
| UNextParams.=1.47M, FLOPS=0.58G2025.01 | 84.09 |