3D Medical Image Segmentation on MSWAL
60.27DSCMednext
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MednextLesion=Gallstone, IOU threshold=0.52025.03 | 60.27 | 64.61 | |
| Inception nnU-NetLesion=Liver tumor, IOU threshold=0.52025.03 | 58.53 | 23.05 | |
| Inception nnU-NetLesion=Liver cyst, IOU threshold=0.52025.03 | 58.47 | 45.51 | |
| Inception nnU-NetLesion=Gallstone, IOU threshold=0.52025.03 | 57.12 | 52.46 | |
| nnU-Net resLesion=Liver cyst, IOU threshold=0.52025.03 | 56.24 | 43.77 | |
| nnU-Net resLesion=Liver tumor, IOU threshold=0.52025.03 | 56 | 20.57 | |
| nnU-Net resLesion=Gallstone, IOU threshold=0.52025.03 | 55.95 | 57.81 | |
| Inception nnU-NetLesion=Avg., IOU threshold=0.52025.03 | 50.09 | 39.56 | |
| nnU-Net resLesion=Avg., IOU threshold=0.52025.03 | 49.63 | 38.88 | |
| Inception nnU-NetLesion=Pancrea cancer, IOU threshold=0.52025.03 | 48.77 | 44.4 | |
| Inception nnU-NetLesion=Kidney Cyst, IOU threshold=0.52025.03 | 47.87 | 58.14 | |
| nnU-Net resLesion=Kidney Cyst, IOU threshold=0.52025.03 | 47.68 | 56.43 | |
| nnFormerLesion=Liver cyst, IOU threshold=0.52025.03 | 46.85 | 40.8 | |
| MednextLesion=Kidney tumor, IOU threshold=0.52025.03 | 46.58 | 22.11 | |
| MednextLesion=Avg., IOU threshold=0.52025.03 | 45.65 | 38.22 | |
| nnU-Netv1Lesion=Gallstone, IOU threshold=0.52025.03 | 45.54 | 44.36 | |
| nnU-Net resLesion=Kidney tumor, IOU threshold=0.52025.03 | 45.41 | 29 | |
| MednextLesion=Kidney Cyst, IOU threshold=0.52025.03 | 45.23 | 51.33 | |
| MednextLesion=Liver tumor, IOU threshold=0.52025.03 | 45.1 | 17.5 | |
| Inception nnU-NetLesion=Kidney tumor, IOU threshold=0.52025.03 | 44.08 | 27.69 | |
| nnU-Netv1Lesion=Pancrea cancer, IOU threshold=0.52025.03 | 43.54 | 27.28 | |
| nnFormerLesion=Gallstone, IOU threshold=0.52025.03 | 42.96 | 38.23 | |
| nnFormerLesion=Liver tumor, IOU threshold=0.52025.03 | 42.51 | 18.15 | |
| nnU-Netv1Lesion=Kidney Cyst, IOU threshold=0.52025.03 | 41.95 | 46.47 | |
| MednextLesion=Liver cyst, IOU threshold=0.52025.03 | 41.59 | 41.69 | |
| MednextLesion=Pancrea cancer, IOU threshold=0.52025.03 | 40.9 | 43.68 | |
| nnU-Netv2Lesion=Kidney Cyst, IOU threshold=0.52025.03 | 40.9 | 50.39 | |
| nnU-Netv2Lesion=Liver tumor, IOU threshold=0.52025.03 | 40.74 | 14.22 | |
| nnU-Netv2Lesion=Kidney tumor, IOU threshold=0.52025.03 | 40.47 | 18.67 | |
| nnFormerLesion=Avg., IOU threshold=0.52025.03 | 40.1 | 35.01 | |
| Swin UNETRLesion=Pancrea cancer, IOU threshold=0.52025.03 | 39.04 | 19.43 | |
| nnU-Netv1Lesion=Liver cyst, IOU threshold=0.52025.03 | 38.59 | 37.67 | |
| nnFormerLesion=Pancrea cancer, IOU threshold=0.52025.03 | 37.89 | 42.2 | |
| nnFormerLesion=Kidney stone, IOU threshold=0.52025.03 | 37.84 | 31.98 | |
| nnFormerLesion=Kidney tumor, IOU threshold=0.52025.03 | 37.82 | 26.11 | |
| Swin UNETRLesion=Liver cyst, IOU threshold=0.52025.03 | 37.16 | 33.89 | |
| MednextLesion=Kidney stone, IOU threshold=0.52025.03 | 37.11 | 32.46 | |
| nnU-Netv2Lesion=Liver cyst, IOU threshold=0.52025.03 | 36.56 | 40.45 | |
| Swin UNETRLesion=Gallstone, IOU threshold=0.52025.03 | 36.48 | 36.81 | |
| nnU-Net resLesion=Pancrea cancer, IOU threshold=0.52025.03 | 36.2 | 54.64 | |
| nnU-Netv2Lesion=Avg., IOU threshold=0.52025.03 | 36.11 | 30.69 | |
| Inception nnU-NetLesion=Kidney stone, IOU threshold=0.52025.03 | 35.75 | 25.67 | |
| Swin UNETRLesion=Kidney stone, IOU threshold=0.52025.03 | 33.84 | 23.96 | |
| nnU-Netv2Lesion=Gallstone, IOU threshold=0.52025.03 | 33.6 | 38.26 | |
| nnU-Netv1Lesion=Avg., IOU threshold=0.52025.03 | 32.38 | 27.24 | |
| nnU-Net resLesion=Kidney stone, IOU threshold=0.52025.03 | 31.47 | 23.7 | |
| nnFormerLesion=Kidney Cyst, IOU threshold=0.52025.03 | 30.53 | 50.76 | |
| nnU-Netv1Lesion=Liver tumor, IOU threshold=0.52025.03 | 29.42 | 10.23 | |
| Swin UNETRLesion=Avg., IOU threshold=0.52025.03 | 28.37 | 26.29 | |
| Swin UNETRLesion=Kidney Cyst, IOU threshold=0.52025.03 | 28.14 | 33.92 | |
| Swin UNETRLesion=Liver tumor, IOU threshold=0.52025.03 | 27.52 | 11.37 | |
| nnU-Netv2Lesion=Pancrea cancer, IOU threshold=0.52025.03 | 23.89 | 37.4 | |
| nnU-Netv2Lesion=Kidney stone, IOU threshold=0.52025.03 | 23.13 | 16.7 | |
| nnU-Netv1Lesion=Kidney stone, IOU threshold=0.52025.03 | 22.86 | 15.83 | |
| nnU-Netv1Lesion=Kidney tumor, IOU threshold=0.52025.03 | 21.05 | 12.24 | |
| Swin UNETRLesion=Kidney tumor, IOU threshold=0.52025.03 | 16.02 | 23.13 |