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.

Machine learningVisionAI hardwareG16H 50/30G06F 16/55G06F 16/5854G06F 16/5866G06F 18/214G06F 18/2193G06N 3/045G06N 3/0464+28 more

AI classification

Vision1.00
AI hardware1.00
Machine learning1.00
Knowledge representation0.20
Natural language0.20
Planning0.00
Speech0.00
Evolutionary computation0.00
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