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3D Medical Image Segmentation on MSWAL

60.27DSCMednext
14.2526.197538.14550.0925Mar 17, 2025

Evaluation results

MethodLinks
MednextLesion=Gallstone, IOU threshold=0.52025.0360.2764.61
Inception nnU-NetLesion=Liver tumor, IOU threshold=0.52025.0358.5323.05
Inception nnU-NetLesion=Liver cyst, IOU threshold=0.52025.0358.4745.51
Inception nnU-NetLesion=Gallstone, IOU threshold=0.52025.0357.1252.46
nnU-Net resLesion=Liver cyst, IOU threshold=0.52025.0356.2443.77
nnU-Net resLesion=Liver tumor, IOU threshold=0.52025.035620.57
nnU-Net resLesion=Gallstone, IOU threshold=0.52025.0355.9557.81
Inception nnU-NetLesion=Avg., IOU threshold=0.52025.0350.0939.56
nnU-Net resLesion=Avg., IOU threshold=0.52025.0349.6338.88
Inception nnU-NetLesion=Pancrea cancer, IOU threshold=0.52025.0348.7744.4
Inception nnU-NetLesion=Kidney Cyst, IOU threshold=0.52025.0347.8758.14
nnU-Net resLesion=Kidney Cyst, IOU threshold=0.52025.0347.6856.43
nnFormerLesion=Liver cyst, IOU threshold=0.52025.0346.8540.8
MednextLesion=Kidney tumor, IOU threshold=0.52025.0346.5822.11
MednextLesion=Avg., IOU threshold=0.52025.0345.6538.22
nnU-Netv1Lesion=Gallstone, IOU threshold=0.52025.0345.5444.36
nnU-Net resLesion=Kidney tumor, IOU threshold=0.52025.0345.4129
MednextLesion=Kidney Cyst, IOU threshold=0.52025.0345.2351.33
MednextLesion=Liver tumor, IOU threshold=0.52025.0345.117.5
Inception nnU-NetLesion=Kidney tumor, IOU threshold=0.52025.0344.0827.69
nnU-Netv1Lesion=Pancrea cancer, IOU threshold=0.52025.0343.5427.28
nnFormerLesion=Gallstone, IOU threshold=0.52025.0342.9638.23
nnFormerLesion=Liver tumor, IOU threshold=0.52025.0342.5118.15
nnU-Netv1Lesion=Kidney Cyst, IOU threshold=0.52025.0341.9546.47
MednextLesion=Liver cyst, IOU threshold=0.52025.0341.5941.69
MednextLesion=Pancrea cancer, IOU threshold=0.52025.0340.943.68
nnU-Netv2Lesion=Kidney Cyst, IOU threshold=0.52025.0340.950.39
nnU-Netv2Lesion=Liver tumor, IOU threshold=0.52025.0340.7414.22
nnU-Netv2Lesion=Kidney tumor, IOU threshold=0.52025.0340.4718.67
nnFormerLesion=Avg., IOU threshold=0.52025.0340.135.01
Swin UNETRLesion=Pancrea cancer, IOU threshold=0.52025.0339.0419.43
nnU-Netv1Lesion=Liver cyst, IOU threshold=0.52025.0338.5937.67
nnFormerLesion=Pancrea cancer, IOU threshold=0.52025.0337.8942.2
nnFormerLesion=Kidney stone, IOU threshold=0.52025.0337.8431.98
nnFormerLesion=Kidney tumor, IOU threshold=0.52025.0337.8226.11
Swin UNETRLesion=Liver cyst, IOU threshold=0.52025.0337.1633.89
MednextLesion=Kidney stone, IOU threshold=0.52025.0337.1132.46
nnU-Netv2Lesion=Liver cyst, IOU threshold=0.52025.0336.5640.45
Swin UNETRLesion=Gallstone, IOU threshold=0.52025.0336.4836.81
nnU-Net resLesion=Pancrea cancer, IOU threshold=0.52025.0336.254.64
nnU-Netv2Lesion=Avg., IOU threshold=0.52025.0336.1130.69
Inception nnU-NetLesion=Kidney stone, IOU threshold=0.52025.0335.7525.67
Swin UNETRLesion=Kidney stone, IOU threshold=0.52025.0333.8423.96
nnU-Netv2Lesion=Gallstone, IOU threshold=0.52025.0333.638.26
nnU-Netv1Lesion=Avg., IOU threshold=0.52025.0332.3827.24
nnU-Net resLesion=Kidney stone, IOU threshold=0.52025.0331.4723.7
nnFormerLesion=Kidney Cyst, IOU threshold=0.52025.0330.5350.76
nnU-Netv1Lesion=Liver tumor, IOU threshold=0.52025.0329.4210.23
Swin UNETRLesion=Avg., IOU threshold=0.52025.0328.3726.29
Swin UNETRLesion=Kidney Cyst, IOU threshold=0.52025.0328.1433.92
Swin UNETRLesion=Liver tumor, IOU threshold=0.52025.0327.5211.37
nnU-Netv2Lesion=Pancrea cancer, IOU threshold=0.52025.0323.8937.4
nnU-Netv2Lesion=Kidney stone, IOU threshold=0.52025.0323.1316.7
nnU-Netv1Lesion=Kidney stone, IOU threshold=0.52025.0322.8615.83
nnU-Netv1Lesion=Kidney tumor, IOU threshold=0.52025.0321.0512.24
Swin UNETRLesion=Kidney tumor, IOU threshold=0.52025.0316.0223.13