AI based pre-screening of large bowel cancer via weakly supervised learning of colorectal biopsy histology images

2022-02-28 pathology Title + abstract only

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Histopathological examination is a pivotal step in the diagnosis and treatment planning of many major diseases. To facilitate the diagnostic decision-making and reduce the workload of pathologists, we present an AI-based pre-screening tool capable of identifying normal and neoplastic colon biopsies. To learn the differential histological patterns from whole slides images (WSIs) stained with hematoxylin and eosin (H&E), our proposed weakly supervised deep learning method requires only slide-level...

AI based pre-screening of large bowel cancer via weakly supervised learning of colorectal biopsy histology images

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