INPUT: Unseen target CT scan, Multi-atlas set with CT images and expert delineations of OARs |
OUTPUT: Segmented CT scan with OAR segmentations and consensus map |
Step 1: Deformably register all atlases to the target scan by using Plastimatch |
Step 2: Propagate atlas labels to the target scan |
Step 3: Calculate atlas similarity matrix using either CT-radiodensity or MIND descriptor image feature in Eq. 2
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Step 4: Calculate weights and dynamically select top-ranked atlases using Eq. 3
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IF fusion method == SWV THEN
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Set τ = 0.5 |
ELSE IF fusion method == GWV THEN
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Set τ = 0.8 |
Step 5: Fuse propagated atlas labels using Eq. 1 to produce the consensus map |
Step 6: Extract segmentations using default consensus threshold = 33 |