Medical Image Segmentation on TNSCUI (test)
79.93IoUnnUNet + LLaMA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| nnUNet + LLaMAParam(M)=9.86, GFLOPS=28.222025.06 | 79.93 | 87.62 | |
| nnUNetParam(M)=7.76, GFLOPS=12.122025.06 | 79.53 | 87.34 | |
| UNet + LLaMAParam(M)=38.71, GFLOPS=82.202025.06 | 77.8 | 85.93 | |
| Trans UnetParam(M)=105.3, GFLOPS=38.522025.06 | 77.63 | 85.76 | |
| CMUNeXt + LLaMAParam(M)=4.19, GFLOPS=23.422025.06 | 77.51 | 85.75 | |
| CMUNeXtParam(M)=3.14, GFLOPS=7.392025.06 | 76.95 | 85.19 | |
| U-Net++Param(M)=26.90, GFLOPS=37.622025.06 | 76.9 | 85.13 | |
| UNetParam(M)=34.52, GFLOPS=65.562025.06 | 75.99 | 84.24 | |
| UCTransNetParam(M)=66.24, GFLOPS=32.982025.06 | 75.51 | 84.08 | |
| TinyU-NetParam(M)=0.48, GFLOPS=1.662025.06 | 74.03 | 82.95 | |
| UNeXtParam(M)=1.47, GFLOPS=0.582025.06 | 71.04 | 80.46 | |
| MissFormerParam(M)=35.45, GFLOPS=7.252025.06 | 68.26 | 76.71 | |
| UniRepLKParam(M)=5.83, GFLOPS=9.392025.06 | 67.73 | 77.2 |