Binary Segmentation on PSVFM
78.14DSC (%)RWKV-UNet-S
Evaluation results
| Method | Links | |
|---|---|---|
| RWKV-UNet-SParams.=9.70M, FLOPS=7.64G2025.01 | 78.14 | |
| RWKV-UNet-SParams.=9.70M, FLOPS=7.64G2025.01 | 78.14 | |
| RWKV-UNetParams.=17.13M, FLOPS=14.50G2025.01 | 76.39 | |
| RWKV-UNetParams.=17.13M, FLOPS=14.50G2025.01 | 76.39 | |
| FCBFormerParams.=51.96M, FLOPS=41.22G2025.01 | 75.23 | |
| RWKV-UNet-TParams.=3.15M, FLOPS=3.70G2025.01 | 75.23 | |
| FCBFormerParams.=51.96M, FLOPS=41.22G2025.01 | 75.23 | |
| RWKV-UNet-TParams.=3.15M, FLOPS=3.70G2025.01 | 75.23 | |
| TransUNetParams.=105.3M, FLOPS=33.42G2025.01 | 74.86 | |
| TransUNetParams.=105.3M, FLOPS=33.42G2025.01 | 74.86 | |
| R50-UNetParams.=28.78M, FLOPS=9.72G2025.01 | 73.94 | |
| R50-UNetParams.=28.78M, FLOPS=9.72G2025.01 | 73.94 | |
| PVT-CASCADEParams.=35.27M, FLOPS=8.20G2025.01 | 71.82 | |
| PVT-CASCADEParams.=35.27M, FLOPS=8.20G2025.01 | 71.82 | |
| UNet++Params.=9.16M, FLOPS=34.71G2025.01 | 71.69 | |
| UNet++Params.=9.16M, FLOPS=34.71G2025.01 | 71.69 | |
| PVT-EMCAD-B2Params.=26.76M, FLOPS=5.64G2025.01 | 71.29 | |
| PVT-EMCAD-B2Params.=26.76M, FLOPS=5.64G2025.01 | 71.29 | |
| U-NetParams.=7.77M, FLOPS=12.16G2025.01 | 68.98 | |
| U-NetParams.=7.77M, FLOPS=12.16G2025.01 | 68.98 | |
| Rolling-UNet-MParams.=7.10M, FLOPS=8.31G2025.01 | 68.93 | |
| Rolling-UNet-MParams.=7.10M, FLOPS=8.31G2025.01 | 68.93 | |
| U-KANParams.=25.36M, FLOPS=8.08G2025.01 | 66.25 | |
| U-KANParams.=25.36M, FLOPS=8.08G2025.01 | 66.25 | |
| Att-UNetParams.=8.73M, FLOPS=16.78G2025.01 | 60.61 | |
| Att-UNetParams.=8.73M, FLOPS=16.78G2025.01 | 60.61 | |
| UNextParams.=1.47M, FLOPS=0.58G2025.01 | 56.41 | |
| UNextParams.=1.47M, FLOPS=0.58G2025.01 | 56.41 |