Medical Image Segmentation on D5 Pancreatic Tumor in MR
72.38DSCMedNeXt-v2
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MedNeXt-v2Pretraining Datasets=CADS-sub, Pretraining Protocol=Our Pretrained Weights, Model Configuration=Patch × 1.52025.12 | 72.38 | 48.93 | |
| STUNet-LPretraining Datasets=Abd.Atlas1.0, Pretraining Protocol=Pretrained Baselines2025.12 | 71.99 | 47.53 | |
| MedNeXt-v2Pretraining Datasets=CADS-sub, Pretraining Protocol=Our Pretrained Weights, Model Configuration=Width × 2.02025.12 | 71.94 | 48.12 | |
| MedNeXt-v2Pretraining Datasets=CADS-sub, Pretraining Protocol=Our Pretrained Weights, Model Configuration=Base Network2025.12 | 71.93 | 48.49 | |
| TotalSeg.Pretraining Datasets=TotalSeg-CT, Pretraining Protocol=Pretrained Baselines2025.12 | 71.74 | 46.83 | |
| MRSeg.Pretraining Datasets=TotalSeg-MR, Pretraining Protocol=Pretrained Baselines2025.12 | 71.62 | 46.5 | |
| CADSPretraining Datasets=CADS-Organ, Pretraining Protocol=Pretrained Baselines2025.12 | 71.32 | 47.04 | |
| MedNeXt-v1Pretraining Datasets=Abd.Atlas1.0, Pretraining Protocol=Pretrained Baselines2025.12 | 71.01 | 47.88 | |
| MedNeXt-v2Pretraining Datasets=-, Pretraining Protocol=Training from Scratch2025.12 | 70.41 | 46.81 | |
| Vista3DPretraining Datasets=Vista, Pretraining Protocol=Pretrained Baselines2025.12 | 70.03 | 45.83 | |
| MedNeXt-v1Pretraining Datasets=-, Pretraining Protocol=Training from Scratch2025.12 | 69.37 | 46.49 | |
| ResEncLPretraining Datasets=-, Pretraining Protocol=Training from Scratch2025.12 | 69.11 | 46.05 | |
| nnUNetPretraining Datasets=-, Pretraining Protocol=Training from Scratch2025.12 | 68.7 | 45.31 | |
| SegVolPretraining Datasets=SegVol, Pretraining Protocol=Pretrained Baselines2025.12 | 60.24 | 34.71 |