Medical Image Segmentation on Kvasir (test)
93.9F1 ScoreCMUNeXt + LLaMA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CMUNeXt + LLaMAParam(M)=4.19, GFLOPS=23.422025.06 | 93.9 | 89.03 | — | |
| UNet + LLaMAParam(M)=38.71, GFLOPS=82.202025.06 | 93.53 | 88.9 | — | |
| CMUNeXtParam(M)=3.14, GFLOPS=7.392025.06 | 92.95 | 87.17 | — | |
| UCTransNetParam(M)=66.24, GFLOPS=32.982025.06 | 92.93 | 87.97 | — | |
| Trans UnetParam(M)=105.3, GFLOPS=38.522025.06 | 92.84 | 87.95 | — | |
| TinyU-NetParam(M)=0.48, GFLOPS=1.662025.06 | 92.51 | 86.87 | — | |
| U-Net++Param(M)=26.90, GFLOPS=37.622025.06 | 92.08 | 86.6 | — | |
| UNeXtParam(M)=1.47, GFLOPS=0.582025.06 | 92.05 | 88.01 | — | |
| MissFormerParam(M)=35.45, GFLOPS=7.252025.06 | 91.79 | 86.37 | — | |
| UNetParam(M)=34.52, GFLOPS=65.562025.06 | 91.49 | 86.01 | — | |
| UniRepLKParam(M)=5.83, GFLOPS=9.392025.06 | 91.18 | 85.3 | — | |
| nnUNetParam(M)=7.76, GFLOPS=12.122025.06 | 91.15 | 84.97 | — | |
| Dual-SAMzero-shot=false2024.04 | 90.9 | — | 2.5 | |
| nnUNet + LLaMAParam(M)=9.86, GFLOPS=28.222025.06 | 90.87 | 84.6 | — | |
| FAPNet2024.04 | 89.4 | — | 2.7 | |
| SAM-Adapter2024.04 | 87.6 | — | 2.9 | |
| SAM2024.04 | 76.9 | — | 6.2 | |
| Dual-SAMzero-shot=true2024.04 | 69.6 | — | 8.2 |