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Some examples with various sizes of orbital abscesses showing good agreement between the manual outlines and the results obtained by the context-aware U-Net model with transfer learning. (a) the original CT images, (b) the manual outlines by the ophthalmologist, (c) the segmentations by the classical U-Net model, (d) the segmentations by the context-aware U-Net model without transfer learning, and (e) the segmentations by the context-aware U-Net model with transfer learning.
