TARGET DETECTION IN LATENT SPACE

Patent №

US 11,049,243

Granted

2021-06-29

Filed 2019

Owner

SIEMENS MEDICAL SOLUTIONS USA, INC.

+1 more

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16483887

A method for processing medical image data comprises: inputting medical image data to a variational autoencoder configured to reduce a dimensionality of the medical image data to a latent space having one or more latent variables with latent variable values, such that the latent variable values corresponding to an image with no tissue of a target tissue type fit within one or more clusters; determining a probability that the latent variable values corresponding to the medical image data fit within the one or more clusters based on the latent variable values; and determining that a tissue of the target tissue type is present in response to a determination that the medical image data have less than a threshold probability of fitting within any of the one or more clusters based on the latent variable values.

Machine learningVisionKnowledge representationPlanningAI hardwareG06N 3/084G06F 18/21347G06F 18/2433G06F 18/29G06N 3/045G06N 3/0455G06N 3/0464G06N 3/0475+8 more

AI classification

Vision1.00
Machine learning1.00
AI hardware0.98
Planning0.95
Knowledge representation0.91
Natural language0.18
Evolutionary computation0.11
Speech0.00

Ownership

SIEMENS MEDICAL SOLUTIONS USA, INC.

assignment · 501810295

SIEMENS HEALTHCARE GMBH

assignment · 504150075

Assignors

ODRY, BENJAMIN L., COMANICIU, DORIN, GEORGESCU, BOGDAN, NADAR, MARIAPPAN S.

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

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