SYSTEMS AND METHODS FOR THE DETECTION AND CLASSIFICATION OF BIOLOGICAL STRUCTURES

A method for generating a machine learning model for identifying or classifying biological structures depicted in a base image, comprising: obtaining a first training dataset, the first training dataset including first sets of coregistered images of biological structures, each first set including a...

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Hauptverfasser: RUANE, Sharon, BÖHM, Cornelius, SCHULTE-SASSE, Roman, ALBER, Maximilian, MATYAS, Viktor
Format: Patent
Sprache:eng ; fre ; ger
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Zusammenfassung:A method for generating a machine learning model for identifying or classifying biological structures depicted in a base image, comprising: obtaining a first training dataset, the first training dataset including first sets of coregistered images of biological structures, each first set including a first base image and a first informer image, and being associated with first label data; training, using the first training dataset, a label generation model, the label generation model configured to accept as input a second set of coregistered images and to produce as output second label data corresponding to the second set of coregistered images, the second set of coregistered images including a second base image and a second informer image; generating a second training dataset using the label generation model, the second training dataset including the second base images and the second label data; and training, using the second training dataset, a classification model configured to accept as input a third base image and to provide as output an indication when a biological structure is identified or classified in the third base image.