The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Feb. 21, 2023

Filed:

Mar. 26, 2018
Applicant:

The United States of America, As Represented BY the Secretary, Department of Health and Human Services, Bethesda, MD (US);

Inventors:

Xiaosong Wang, Rockville, MD (US);

Yifan Peng, Bethesda, MD (US);

Le Lu, Bethesda, MD (US);

Zhiyong Lu, Bethesda, MD (US);

Ronald M. Summers, Potomac, MD (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/00 (2022.01); A61B 6/00 (2006.01); G16H 30/20 (2018.01); G16H 50/70 (2018.01); G16H 50/20 (2018.01); G06K 9/62 (2022.01); G06N 3/08 (2023.01); G06T 7/00 (2017.01);
U.S. Cl.
CPC ...
A61B 6/5217 (2013.01); G06K 9/6259 (2013.01); G06N 3/08 (2013.01); G06T 7/0014 (2013.01); G16H 30/20 (2018.01); G16H 50/20 (2018.01); G16H 50/70 (2018.01); G06T 2207/10116 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/30061 (2013.01); G06T 2210/12 (2013.01);
Abstract

A new chest X-ray database, referred to as 'ChestX-ray8', is disclosed herein, which comprises over 100,000 frontal view X-ray images of over 32,000 unique patients with the text-mined eight disease image labels (where each image can have multi-labels), from the associated radiological reports using natural language processing. We demonstrate that these commonly occurring thoracic diseases can be detected and spatially-located via a unified weakly supervised multi-label image classification and disease localization framework, which is validated using our disclosed dataset.


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