SYSTEMS AND METHODS FOR PREDICTING TISSUE CHARACTERISTICS FOR A PATHOLOGY IMAGE USING A STATISTICAL MODEL
Patent №
US 11,080,855
Granted
2021-08-03
Filed 2018
Owner
—
Lab
—
AI components
3
ml · vision · hardware
Assignment
None on record
Dataset
AIPD
2023_r1 edition
Application
16001862
In some aspects, the described systems and methods provide for a method for predicting tissue characteristics for a pathology image. A statistical model trained on multiple annotated pathology images is used. Each of the training pathology images includes an annotation describing tissue characteristics for one or more portions of the image. The method includes accessing a pathology image for predicting tissue characteristics. A trained statistical model is retrieved from a storage device. A set of patches is defined from the pathology image. Each of the patches in the set includes a subset of pixels from the corresponding pathology image. The set of patches is processed using the trained statistical model to predict respective annotations for each patch in the set. The predicted annotations are stored on the storage device.