IP Library Granted Patent US 7,623,692
Granted Patent B2
US 7,623,692 · App. 11/187,676 · Granted Nov 24, 2009

Pulmonary nodule detection in a chest radiograph

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Quick Facts
Patent No.
US 7,623,692
App. No.
11/187,676
Granted
Nov 24, 2009
Kind
B2
Abstract

A method of generating a pulmonary nodule image from a chest radiograph. The method includes the steps of: producing a map of a clear lung field; removing low frequency variation from the clear lung field to generate a level image; and performing at least one grayscale morphological operation on the level image to generate a nodule-bone image. Pulmonary nodules can be detected using the nodule-bone image by the further steps of: pulmonary nodules from a chest radiograph. The method includes the steps of: identifying candidate nodule locations in the nodule-bone image; segmenting a region around each candidate nodule location in the nodule-bone image; and using the features of the segmented region to determine if a candidate is a nodule.

Claims (30)

1. A method of generating a pulmonary nodule image from a chest radiograph, the method comprising the steps of:

producing a map of a clear lung field;

removing low frequency variation from the clear lung field to generate a level image;

performing at least one grayscale morphological operation on the level image using a grayscale morphological filter to generate a nodule image;

performing at least one grayscale morphological operation on the level image to generate a bone image; and

generating a nodule-bone image comprising the bone image subtracted from the nodule image.

2. The method of claim 1 , wherein the method further comprises the step of, prior to performing the at least one grayscale morphological operation, setting a region outside of the clear lung field in the level image to code values that are low relative to the code values in the clear lung field.

3. The method of claim 1 , wherein the method further comprises the step of, prior to performing the at least one grayscale morphological operation, setting a region outside of the clear lung field in the level image to code values different than code values in the clear lung field.

4. The method of claim 1 , further comprising the step of displaying, storing, transmitting, or printing the nodule-bone image.

5. A method of detecting pulmonary nodules from a chest radiograph, the method comprising the steps of:

producing a map of a clear lung field;

correcting for non-uniform X-ray illumination and body thickness variation by removing low frequency variation from the clear lung field to generate a level image;

setting a region outside of the clear lung field in the level image to code values that are low relative to the code values in the clear lung field;

performing at least one grayscale morphological operation on the level image using a grayscale morphological filter to generate a nodule-bone image comprising a bone image subtracted from a nodule image, comprising:

performing a first grayscale morphologic operation on the level image using a nodule template to generate a nodule image;

performing a second grayscale morphologic operation on the level image using a bone template to generate a bone image; and

subtracting the bone image from the nodule image to generate the

nodule-bone image;

identifying candidate nodule locations in the nodule-bone image;

segmenting a region around each candidate nodule location in the nodule-bone image; and

using features of the segmented region to determine if a candidate is a nodule.

6. The method of claim 5 , wherein more than one grayscale morphologic operations is performed on the level image.

7. The method of claim 5 , wherein the features include at least two of the following: shape feature, statistical feature, texture feature, surface fit feature, gradient feature, and edge overlap feature.

8. A computer readable storage medium having computer instructions stored therein causing one or more computers to perform the method of claim 1 .

9. A method of generating a pulmonary nodule image from a chest radiograph, the method comprising the steps of:

producing an image of a clear lung field using a mask;

correcting for non-uniform X-ray illumination and body thickness variation by removing low frequency variation from the clear lung field to generate a level image;

performing at least one grayscale morphological operation on the level image using a grayscale morphological filter to generate a nodule image;

performing at least one grayscale morphological operation on the level image to generate a bone image; and

generating a nodule-bone image.

Assignments (17)
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (061579/0341) Recorded Mar 16, 2026
From: JPMORGAN CHASE BANK, N.A., AS ADMINISTRATIVE AGENT
To: CARESTREAM HEALTH, INC.
Reel/Frame 075100/0653 →
SECURITY INTEREST Recorded Mar 13, 2026
From: CARESTREAM HEALTH, INC.
To: WILMINGTON SAVINGS FUND SOCIETY, FSB, AS ADMINISTRATIVE AGENT
Reel/Frame 075081/0379 →
RELEASE OF SECURITY INTEREST Recorded Oct 14, 2022
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: CARESTREAM HEALTH, INC.; CARESTREAM DENTAL, LLC; QUANTUM MEDICAL IMAGING, L.L.C.; QUANTUM MEDICAL HOLDINGS, LLC; TROPHY DENTAL INC.
Reel/Frame 061681/0380 →
RELEASE OF SECURITY INTEREST IN INTELLECTUAL PROPERTY (FIRST LIEN) Recorded Oct 14, 2022
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: CARESTREAM HEALTH, INC.; CARESTREAM DENTAL LLC; QUANTUM MEDICAL IMAGING, L.L.C.; TROPHY DENTAL INC.
Reel/Frame 061683/0441 →
RELEASE OF SECURITY INTEREST IN INTELLECTUAL PROPERTY (SECOND LIEN) Recorded Oct 14, 2022
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: CARESTREAM HEALTH, INC.; CARESTREAM DENTAL LLC; QUANTUM MEDICAL IMAGING, L.L.C.; TROPHY DENTAL INC.
Reel/Frame 061683/0601 →
GRANT OF SECURITY INTEREST IN PATENT RIGHTS - TL Recorded Sep 30, 2022
From: CARESTREAM HEALTH, INC.
To: JPMORGAN CHASE BANK, N.A.
Reel/Frame 061579/0341 →
GRANT OF SECURITY INTEREST IN PATENT RIGHTS - ABL Recorded Sep 30, 2022
From: CARESTREAM HEALTH, INC.
To: JPMORGAN CHASE BANK, N.A.
Reel/Frame 061579/0301 →
SECOND LIEN INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded Jul 1, 2013
From: CARESTREAM HEALTH, INC.; CARESTREAM DENTAL LLC; QUANTUM MEDICAL IMAGING, L.L.C.; TROPHY DENTAL INC.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
Reel/Frame 030724/0154 →
AMENDED AND RESTATED INTELLECTUAL PROPERTY SECURITY AGREEMENT (FIRST LIEN) Recorded Jun 28, 2013
From: CARESTREAM HEALTH, INC.; CARESTREAM DENTAL LLC; QUANTUM MEDICAL IMAGING, L.L.C.; TROPHY DENTAL INC.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
Reel/Frame 030711/0648 →
RELEASE OF SECURITY INTEREST IN INTELLECTUAL PROPERTY (SECOND LIEN) Recorded Mar 13, 2012
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: CARESTREAM HEALTH, INC.
Reel/Frame 027851/0812 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded May 12, 2011
From: CARESTREAM HEALTH, INC.; CARESTREAM DENTAL, LLC; QUANTUM MEDICAL IMAGING, L.L.C.; QUANTUM MEDICAL HOLDINGS, LLC; TROPHY DENTAL INC.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
Reel/Frame 026269/0411 →
RELEASE OF SECURITY INTEREST IN INTELLECTUAL PROPERTY (FIRST LIEN) Recorded Apr 4, 2011
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: CARESTREAM HEALTH, INC.
Reel/Frame 026069/0012 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Mar 7, 2008
From: EASTMAN KODAK COMPANY
To: CARESTREAM HEALTH, INC.
Reel/Frame 020756/0500 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Mar 7, 2008
From: EASTMAN KODAK COMPANY
To: CARESTREAM HEALTH, INC.
Reel/Frame 020741/0126 →
FIRST LIEN OF INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded Jul 27, 2007
From: CARESTREAM HEALTH, INC.
To: CREDIT SUISSE, CAYMAN ISLANDS BRANCH, AS ADMINISTRATIVE AGENT
Reel/Frame 019649/0454 →
SECOND LIEN INTELLECTUAL PROPERTY SECURITY AGREEME Recorded Jul 27, 2007
From: CARESTREAM HEALTH, INC.
To: CREDIT SUISSE, CAYMAN ISLANDS BRANCH, AS ADMINISTRATIVE AGENT
Reel/Frame 019773/0319 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Oct 3, 2005
From: SCHILDKRAUT, JAY S.; HEATH, MICHAEL D.; SENN, ROBERT A.; REVELLI, JR., JOSEPH F.; LUCK, BRETTE
To: EASTMAN KODAK COMPANY
Reel/Frame 017047/0689 →