Generative adversarial network medical image generation for training of a classifier

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United States of America

PATENT NO 12260294
APP PUB NO 20200167608A1
SERIAL NO

16777159

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Mechanisms are provided to implement a machine learning training model. The machine learning training model trains an image generator of a generative adversarial network (GAN) to generate medical images approximating actual medical images. The machine learning training model augments a set of training medical images to include one or more generated medical images generated by the image generator of the GAN. The machine learning training model trains a machine learning model based on the augmented set of training medical images to identify anomalies in medical images. The trained machine learning model is applied to new medical image inputs to classify the medical images as having an anomaly or not.

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Patent Owner(s)

Patent OwnerAddress
MERATIVE US L P100 PHOENIX DRIVE ANN ARBOR MI 48108

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Madani, Ali Oakland, US 16 213
Moradi, Mehdi San Jose, US 39 387
Syeda-Mahmood, Tanveer F Cupertino, US 83 1768

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Citation count rangeNumber of patents cited in rangeNumber of patents cited in various citation count ranges3460020406080100120140160180200220240260280300320340360380

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