Cancer lesion segmentation on Melanoma
76.96DSC3DUX-Net
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| 3DUX-NetParameters (M)=83.81, FLOPS (GFLOPS)=1509.02, Prompt-Based=false2025.07 | 76.96 | 64.93 | |
| DpDNetParameters (M)=15.19, FLOPS (GFLOPS)=138.79, Prompt-Based=true2025.07 | 76.44 | 65.15 | |
| CLIP-drivenParameters (M)=15.34, FLOPS (GFLOPS)=139.26, Prompt-Based=true2025.07 | 75.82 | 64.36 | |
| Dod-NetParameters (M)=15.14, FLOPS (GFLOPS)=139.26, Prompt-Based=true2025.07 | 75.57 | 64.1 | |
| nnU-Net+Parameters (M)=46.71, FLOPS (GFLOPS)=833.94, Prompt-Based=false2025.07 | 75.46 | 63.7 | |
| STU-Net-BParameters (M)=58.16, FLOPS (GFLOPS)=548.61, Prompt-Based=false2025.07 | 75.03 | 62.52 | |
| UniSegParameters (M)=15.12, FLOPS (GFLOPS)=138.79, Prompt-Based=true2025.07 | 72.7 | 61.09 | |
| nnU-NetParameters (M)=30.79, FLOPS (GFLOPS)=526.29, Prompt-Based=false2025.07 | 72.44 | 60.17 | |
| nnU-Net (Single-task)Parameters (M)=30.79, FLOPS (GFLOPS)=526.29, Prompt-Based=false2025.07 | 72.19 | 60.43 | |
| STU-NetParameters (M)=14.55, FLOPS (GFLOPS)=138.70, Prompt-Based=false2025.07 | 70.53 | 58.32 | |
| U-MambaParameters (M)=42.12, FLOPS (GFLOPS)=1067.69, Prompt-Based=false2025.07 | 70.34 | 58.38 | |
| SwinUNETParameters (M)=46.49, FLOPS (GFLOPS)=202.58, Prompt-Based=false2025.07 | 68.71 | 55.87 | |
| UNETRParameters (M)=96.19, FLOPS (GFLOPS)=196.92, Prompt-Based=false2025.07 | 61.23 | 48.27 |