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150 results about "Colon tissue" patented technology

Structurally, the anatomy of the colon is made up of serous, muscular, and mucous membrane layers of tissues. The colons muscle fibers are longitudinal. These fibers form three bands called teniae coli, which create pouches known as haustra. Colon physiology plays an important role in digestion.

Weakly supervised gland instance segmentation method based on point labeling

ActiveCN112258480ASolve the problem that the classification model cannot be pre-trained for heat value positioningImprove scalabilityImage enhancementImage analysisAutomatic segmentationCancers diagnosis
The invention relates to a weakly supervised gland instance segmentation method based on point labeling. The method comprises the following steps: acquiring a colon histopathology image; carrying outpoint labeling on gland instances existing in the image to generate a gland point detection training sample set; establishing a gland point detection model; performing deep learning training on the gland point detection model by using the gland point detection training sample set; predicting a high confidence point in the colon histopathology image by using the gland point detection model after deep learning training, and generating a gland instance segmentation training sample set; establishing a gland instance segmentation model; performing deep learning training on the gland instance segmentation model by using the gland instance segmentation training sample set; and using the gland instance segmentation model after deep learning training to segment the gland instance of the colon histopathology image. According to the method, automatic segmentation of the gland instance in the colon histopathology image is realized, and the data annotation cost of artificial segmentation of the gland in colon cancer diagnosis is reduced.
Owner:XIAMEN UNIV OF TECH
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