Skin Lesion Segmentation on PH2 external (test)
91.56DSCAttention-Mamba
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Attention-MambaParam (M)=14.05, FLOPs (G)=8.94, Training Size=256 × 2562024.02 | 91.56 | 85 | 94.51 | 97.2 | 93.61 | 87.57 | |
| MISSFormerParam (M)=42.46, FLOPs (G)=7.28, Training Size=224 × 2242024.02 | 91.45 | 84.94 | 94.89 | 97.98 | 92.38 | 86.73 | |
| HiFormerParam (M)=37.46, FLOPs (G)=17.51, Training Size=224 × 2242024.02 | 91.31 | 84.65 | 94.44 | 98.44 | 91.47 | 86.11 | |
| VM_UNet_V2Param (M)=22.77, FLOPs (G)=4.40, Training Size=256 × 2562024.02 | 91.27 | 84.55 | 94.87 | 98.09 | 93.22 | 86.31 | |
| Swin_UMambaParam (M)=59.89, FLOPs (G)=43.94, Training Size=256 × 2562024.02 | 91.12 | 84.47 | 94.42 | 98.27 | 92.01 | 86.06 | |
| MulitTransParam (M)=39.38, FLOPs (G)=23.88, Training Size=256 × 2562024.02 | 91.07 | 84.22 | 94.43 | 98.18 | 91.89 | 85.87 | |
| H2FormerParam (M)=33.68, FLOPs (G)=32.25, Training Size=256 × 2562024.02 | 91.01 | 84.12 | 94.42 | 98.38 | 91.47 | 85.62 | |
| SwinUNetParam (M)=27.17, FLOPs (G)=5.95, Training Size=224 × 2242024.02 | 90.81 | 83.83 | 94.64 | 98.8 | 91.41 | 84.95 | |
| VM_UNetParam (M)=27.43, FLOPs (G)=4.11, Training Size=256 × 2562024.02 | 90.71 | 83.78 | 94.32 | 97.84 | 92.36 | 85.76 | |
| UNetPlusPlusParam (M)=9.16, FLOPs (G)=34.90, Training Size=256 × 2562024.02 | 90.48 | 83.34 | 93.71 | 96.35 | 93.7 | 86.77 | |
| DualAttenUNetParam (M)=19.57, FLOPs (G)=28.88, Training Size=256 × 2562024.02 | 90.39 | 83.19 | 93.72 | 96.91 | 92.88 | 86.12 | |
| Mamba_UNetParam (M)=19.12, FLOPs (G)=4.60, Training Size=256 × 2562024.02 | 89.32 | 81.81 | 93.16 | 95.88 | 92.53 | 85.56 | |
| AttenUNetParam (M)=34.88, FLOPs (G)=66.63, Training Size=256 × 2562024.02 | 89.3 | 81.76 | 92.75 | 95.72 | 92.58 | 85.76 | |
| UnetParam (M)=31.04, FLOPs (G)=54.74, Training Size=256 × 2562024.02 | 89.26 | 81.42 | 92.86 | 95.62 | 93.01 | 85.43 |