Medical Image Segmentation on 3DIRCADb CT (test)
0.972Dice Score (Liver)FRA-UNet + CRF
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FRA-UNet + CRFPre-trained on LiTS/ATLAS=true, Evaluated without fine-tuning=true2025.12 | 0.972 | 0.688 | 5.05 | 23.95 | 1.15 | 6 | |
| A-QCF-NetPre-trained on LiTS/ATLAS=true, Evaluated without fine-tuning=true2025.12 | 0.968 | 0.694 | 4.95 | 23.45 | 1.1 | 5.8 | |
| ResTransUnetPre-trained on LiTS/ATLAS=true, Evaluated without fine-tuning=true2025.12 | 0.965 | 0.689 | 5.1 | 24.6 | 1.2 | 6.25 | |
| Unimodal nnU-NetPre-trained on LiTS/ATLAS=true, Evaluated without fine-tuning=true2025.12 | 0.961 | 0.669 | 5.6 | 26.9 | 1.35 | 6.9 | |
| Swin UNETRPre-trained on LiTS/ATLAS=true, Evaluated without fine-tuning=true2025.12 | 0.96 | 0.678 | 5.5 | 26.1 | 1.3 | 6.75 | |
| MCTHNetPre-trained on LiTS/ATLAS=true, Evaluated without fine-tuning=true2025.12 | 0.952 | 0.658 | 6 | 29 | 1.45 | 7.4 | |
| Cross-Modal Adv.Pre-trained on LiTS/ATLAS=true, Evaluated without fine-tuning=true2025.12 | 0.951 | 0.655 | 6.05 | 29.25 | 1.48 | 7.45 | |
| Unpaired via KDPre-trained on LiTS/ATLAS=true, Evaluated without fine-tuning=true2025.12 | 0.95 | 0.652 | 6.1 | 29.5 | 1.5 | 7.5 | |
| Diff4MMLITSPre-trained on LiTS/ATLAS=true, Evaluated without fine-tuning=true2025.12 | 0.948 | 0.648 | 6.3 | 30.1 | 1.55 | 7.65 | |
| Attention U-NetPre-trained on LiTS/ATLAS=true, Evaluated without fine-tuning=true2025.12 | 0.94 | 0.65 | 6.5 | 30.5 | 1.65 | 7.8 |