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. 2020 Sep 18;31(4):1795–1804. doi: 10.1007/s00330-020-07147-3

Table 2.

Evaluation for the fivefold cross-validation runs (stated as mean overall runs) and ensemble predictions on the test set. AC, abdominal cavity; B, bones; M, muscle; ST, subcutaneous tissue; TC, thoracic cavity

Dice score
Fivefold CV Model nf nparam AC B M ST TC Average
U-Net 3D 16 5.34 M 0.9509 0.9462 0.9266 0.9432 0.8823 0.9299
32 21.36 M 0.9669 0.9540 0.9379 0.9574 0.9336 0.9500
64 85.43 M 0.9682 0.9561 0.9403 0.9582 0.9481 0.9542
Multi-res U-Net 3D 16 5.82 M 0.9589 0.9484 0.9328 0.9531 0.9211 0.9429
32 21.24 M 0.9680 0.9554 0.9399 0.9596 0.9414 0.9529
64 85.10 M 0.9692 0.9564 0.9414 0.9605 0.9452 0.9545
Test set U-Net 3D 16 5.34 M 0.9609 0.9340 0.9229 0.9553 0.9172 0.9381
32 21.36 M 0.9731 0.9390 0.9309 0.9610 0.9598 0.9528
64 85.43 M 0.9739 0.9406 0.9316 0.9623 0.9641 0.9545
Multi-res U-Net 3D 16 5.82 M 0.9667 0.9355 0.9272 0.9593 0.9518 0.9481
32 21.24 M 0.9736 0.9409 0.9328 0.9627 0.9629 0.9546
64 85.10 M 0.973 0.9423 0.9334 0.9623 0.9652 0.9553