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.
AI classification
Ownership
ALLEN INSTITUTE
assignment · 560670444
Assignors
JOHNSON, GREGORY, OUNKOMOL, CHAWIN, COLLMAN, FORREST, SESHAMANI, SHARMISHTAA
On an employer assignment, the assignors are typically the inventors.