Browsing by Subject "Data augmentation"

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Semantic segmentation of plant roots from RGB (mini-) rhizotron images-generalisation potential and false positives of established methods and advanced deep-learning models

Baykalov, Pavel; Bussmann, Bart; Nair, Richard; Smith, Abraham George; Bodner, Gernot; Hadar, Ofer; Lazarovitch, Naftali; Rewald, Boris (BioMed Central Ltd., 2023)

Background Manual analysis of (mini-)rhizotron (MR) images is tedious. Several methods have been proposed for semantic root segmentation based on homogeneous, single-source MR datasets. Recent advances in deep learning ...