Cancer Lesion Segmentation on Lymphoma
77.76DSCDpDNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DpDNetParameters (M)=15.19, FLOPS (GFLOPS)=138.79, Prompt-Based=true2025.07 | 77.76 | 66.38 | |
| Dod-NetParameters (M)=15.14, FLOPS (GFLOPS)=139.26, Prompt-Based=true2025.07 | 76.8 | 64.92 | |
| UniSegParameters (M)=15.12, FLOPS (GFLOPS)=138.79, Prompt-Based=true2025.07 | 75.87 | 64.4 | |
| CLIP-drivenParameters (M)=15.34, FLOPS (GFLOPS)=139.26, Prompt-Based=true2025.07 | 74.38 | 62.95 | |
| STU-Net-BParameters (M)=58.16, FLOPS (GFLOPS)=548.61, Prompt-Based=false2025.07 | 74.07 | 61.9 | |
| nnU-NetParameters (M)=30.79, FLOPS (GFLOPS)=526.29, Prompt-Based=false2025.07 | 73.66 | 61.51 | |
| 3DUX-NetParameters (M)=83.81, FLOPS (GFLOPS)=1509.02, Prompt-Based=false2025.07 | 73.01 | 61.08 | |
| U-MambaParameters (M)=42.12, FLOPS (GFLOPS)=1067.69, Prompt-Based=false2025.07 | 72.49 | 60.18 | |
| nnU-Net+Parameters (M)=46.71, FLOPS (GFLOPS)=833.94, Prompt-Based=false2025.07 | 71.93 | 59.75 | |
| nnU-Net (Single-task)Parameters (M)=30.79, FLOPS (GFLOPS)=526.29, Prompt-Based=false2025.07 | 71.3 | 59.57 | |
| SwinUNETParameters (M)=46.49, FLOPS (GFLOPS)=202.58, Prompt-Based=false2025.07 | 70.65 | 58.83 | |
| STU-NetParameters (M)=14.55, FLOPS (GFLOPS)=138.70, Prompt-Based=false2025.07 | 70.15 | 58.15 | |
| UNETRParameters (M)=96.19, FLOPS (GFLOPS)=196.92, Prompt-Based=false2025.07 | 68.85 | 56.92 |