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Automated segmentation of kidneys from various species. Representative pictures illustrate the segmentation quality of the CNN in kidney tissue from (A–A’’) rat, (B–B’’) pig, (C–C’’) black bear, and (D–D’’) marmoset. Predictions (A’–D’) depict different classes, whereas (A’’–D’’) display predictions on instance level for tubules. All classes are also correctly detected and segmented on human nephrectomy (E–E’’) and smaller human biopsy (F–F’’) specimens.
