SYSTEMS AND METHODS FOR PRE-PROCESSING ANATOMICAL IMAGES FOR FEEDING INTO A CLASSIFICATION NEURAL NETWORK

Patent №

US 10,891,731

Granted

2021-01-12

Filed 2019

Owner

ZEBRA MEDICAL VISION LTD.

Lab

AI components

4

ml · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16269619

A system for prioritizing patients for treatment, comprising: at least one hardware processor executing a code for: feeding anatomical images into a visual filter neural network for outputting a category indicative of a target body region depicted at a target sensor orientation and a rotation relative to a baseline, rejecting a sub-set of anatomical images classified into another category, rotating to the baseline images classified as rotated, identifying pixels for each image having outlier pixel intensity values denoting an injection of content, adjusting the outlier pixel intensity values to values computed as a function of non-outlier pixel intensity values, feeding each the remaining sub-set of images with adjusted outlier pixel intensity values into a classification neural network for detecting the visual finding type, generating instructions for creating a triage list for which the classification neural network detected the indication, wherein patients are selected for treatment based on the triage list.

Machine learningVisionPlanningAI hardwareG16H 30/40G06F 18/24G06F 18/24143G06N 3/0464G06N 3/08G06N 3/09G06T 7/0012G06V 10/764+6 more

AI classification

Vision1.00
Machine learning1.00
AI hardware1.00
Planning0.65
Evolutionary computation0.18
Knowledge representation0.00
Natural language0.00
Speech0.00

Ownership

ZEBRA MEDICAL VISION LTD.

assignment · 483550962

Assignors

BRESTEL, CHEN, GOZ, ELI, LASERSON, JONATHAN

On an employer assignment, the assignors are typically the inventors.

From the same owner

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