Cancer Lesion Segmentation on Lung cancer
80.81DSCDpDNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DpDNetParameters (M)=15.19, FLOPS (GFLOPS)=138.79, Prompt-Based=true2025.07 | 80.81 | 68.98 | |
| STU-Net-BParameters (M)=58.16, FLOPS (GFLOPS)=548.61, Prompt-Based=false2025.07 | 80.68 | 68.51 | |
| nnU-Net (Single-task)Parameters (M)=30.79, FLOPS (GFLOPS)=526.29, Prompt-Based=false, Training Mode=Single-task training2025.07 | 80.45 | 68.31 | |
| UniSegParameters (M)=15.12, FLOPS (GFLOPS)=138.79, Prompt-Based=true2025.07 | 80.45 | 68.34 | |
| CLIP-drivenParameters (M)=15.34, FLOPS (GFLOPS)=139.26, Prompt-Based=true2025.07 | 80.39 | 68.49 | |
| 3DUX-NetParameters (M)=83.81, FLOPS (GFLOPS)=1509.02, Prompt-Based=false2025.07 | 80.05 | 68.05 | |
| U-MambaParameters (M)=42.12, FLOPS (GFLOPS)=1067.69, Prompt-Based=false2025.07 | 79.76 | 67.67 | |
| STU-NetParameters (M)=14.55, FLOPS (GFLOPS)=138.70, Prompt-Based=false2025.07 | 79.55 | 67.2 | |
| Dod-NetParameters (M)=15.14, FLOPS (GFLOPS)=139.26, Prompt-Based=true2025.07 | 79.26 | 66.91 | |
| nnU-Net+Parameters (M)=46.71, FLOPS (GFLOPS)=833.94, Prompt-Based=false, Backbone=nnU-Net with residual connections2025.07 | 78.83 | 66.07 | |
| nnU-NetParameters (M)=30.79, FLOPS (GFLOPS)=526.29, Prompt-Based=false2025.07 | 78.57 | 65.86 | |
| SwinUNETParameters (M)=46.49, FLOPS (GFLOPS)=202.58, Prompt-Based=false2025.07 | 75.94 | 62.99 | |
| UNETRParameters (M)=96.19, FLOPS (GFLOPS)=196.92, Prompt-Based=false2025.07 | 72.92 | 59.37 |