SYSTEMS, DEVICES, AND METHODS FOR IMAGE PROCESSING TO GENERATE AN IMAGE HAVING PREDICTIVE TAGGING

Patent №

US 11,614,610

Granted

2023-03-28

Filed 2021

Owner

ALLEN INSTITUTE

AI components

3

ml · vision · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17148192

A computing device, method, system, and instructions in a non-transitory computer-readable medium for performing image analysis on 3D microscopy images to predict localization and/or labeling of various structures or objects of interest, by predicting the location in such images at which a dye or other marker associated with such structures would appear. The computing device, method, and system receives sets of 3D images that include unlabeled images, such as transmitted light images or electron microscope images, and labeled images, such as images captured with fluorescence tagging. The computing device trains a statistical model to associate structures in the labeled images with the same structures in the unlabeled light images. The processor further applies the statistical model to a new unlabeled image to generate a predictive labeled image that predicts the location of a structure of interest in the new image.

Machine learningVisionAI hardwareG06T 7/11A61B 5/0275G01N 15/1429G01N 15/1433G01N 15/1468G02B 21/008G06F 18/2413G06N 3/045+20 more

AI classification

Vision1.00
AI hardware0.98
Machine learning0.51
Natural language0.00
Speech0.00
Planning0.00
Evolutionary computation0.00
Knowledge representation0.00

Ownership

ALLEN INSTITUTE

assignment · 560670444

Assignors

JOHNSON, GREGORY, OUNKOMOL, CHAWIN, COLLMAN, FORREST, SESHAMANI, SHARMISHTAA

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

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