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Machine learning (ML) has rapidly become one of the most influential technologies across industries, from healthcare and ...
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Scientists train deep-learning models to scrutinize biopsies like a human pathologist
For pathologists in particular, a method called pixel-wise manual annotation can be used with great success to train AI models to accurately diagnose specific diseases from tissue biopsy images. This ...
With this training data, PEAN models could predict the suspicious regions of each biopsy image to imitate pathologists' expertise (PEAN-I) or train models to classify tissue sample diagnoses (PEAN-C).
In order to improve the diagnostic accuracy of deep-learning AI algorithms, models require larger amounts of high-quality training data, which presents a significant burden for pathologists or ...
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