Cancer Lesion Segmentation on Breast cancer
66.27DSCDpDNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DpDNetParameters (M)=15.19, FLOPS (GFLOPS)=138.79, Prompt-Based=true2025.07 | 66.27 | 51.85 | |
| nnU-Net (Single-task)Parameters (M)=30.79, FLOPS (GFLOPS)=526.29, Prompt-Based=false2025.07 | 65.89 | 51.76 | |
| UniSegParameters (M)=15.12, FLOPS (GFLOPS)=138.79, Prompt-Based=true2025.07 | 64.85 | 50.58 | |
| CLIP-drivenParameters (M)=15.34, FLOPS (GFLOPS)=139.26, Prompt-Based=true2025.07 | 64.45 | 50.1 | |
| Dod-NetParameters (M)=15.14, FLOPS (GFLOPS)=139.26, Prompt-Based=true2025.07 | 64.41 | 50.09 | |
| 3DUX-NetParameters (M)=83.81, FLOPS (GFLOPS)=1509.02, Prompt-Based=false2025.07 | 64.21 | 49.61 | |
| STU-Net-BParameters (M)=58.16, FLOPS (GFLOPS)=548.61, Prompt-Based=false2025.07 | 63.26 | 48.91 | |
| STU-NetParameters (M)=14.55, FLOPS (GFLOPS)=138.70, Prompt-Based=false2025.07 | 62.65 | 48.17 | |
| SwinUNETParameters (M)=46.49, FLOPS (GFLOPS)=202.58, Prompt-Based=false2025.07 | 61.79 | 47.68 | |
| U-MambaParameters (M)=42.12, FLOPS (GFLOPS)=1067.69, Prompt-Based=false2025.07 | 61.6 | 47.36 | |
| nnU-Net+Parameters (M)=46.71, FLOPS (GFLOPS)=833.94, Prompt-Based=false2025.07 | 61.51 | 47.14 | |
| nnU-NetParameters (M)=30.79, FLOPS (GFLOPS)=526.29, Prompt-Based=false2025.07 | 60.23 | 45.45 | |
| UNETRParameters (M)=96.19, FLOPS (GFLOPS)=196.92, Prompt-Based=false2025.07 | 57.02 | 42.78 | |
| Medical SAM32026.01 | 43.8 | 35.7 | |
| SAM32026.01 | 16.3 | 11.6 |