MeasureNet detects three-point polylines along villi and crypts in duodenal biopsies, using length-aware losses and segmentation-mask guidance, and derives celiac disease grade from the measured villi-to-crypt ratio.
Celiac disease deep learning image clas- sification using convolutional neural networks
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MeasureNet: Measurement Based Celiac Disease Identification
MeasureNet detects three-point polylines along villi and crypts in duodenal biopsies, using length-aware losses and segmentation-mask guidance, and derives celiac disease grade from the measured villi-to-crypt ratio.