IP Library Granted Patent US 8,594,446
Granted Patent B2
US 8,594,446 · App. 13/348,676 · Granted Nov 26, 2013

Method for enhancing a digitized document

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Quick Facts
Patent No.
US 8,594,446
App. No.
13/348,676
Granted
Nov 26, 2013
Kind
B2
Abstract

A method for enhancing a digitized image of a document containing text or graphics. The digitized image is decomposed into a low-frequency pedestal image and a high-frequency residual image. A first gain factor image is determined by applying a first tonescale function to the residual image, and a second gain factor image is determined by applying a second tonescale function to the residual image pixel values, wherein parameters defining the tonescale functions are determined by analyzing the pedestal and residual images. An enhanced document image is formed by combining a scaled pedestal image determined by multiplying the pedestal image by the first gain factor image, and a scaled residual image determined by multiplying the residual image by the second gain factor image.

Claims (43)

1. A method for enhancing a document image, the method implemented at least in part by a data processing system and comprising:

receiving a digitized image of a document containing text or graphics, the digitized image including an array of pixels having pixel values;

decomposing the digitized image into a pedestal image and a residual image, low-spatial-frequency content in the digitized image being primarily represented by the pedestal image and high-spatial-frequency content in the digitized image being primarily represented by the residual image;

determining a first gain factor image wherein the pixel values of the first gain factor image are a continuous monotonic function of the corresponding residual image pixel values, the first gain factor image pixel values being substantially equal to a first maximum gain for non-negative residual image pixel values, and the first gain factor image pixel values being substantially equal to a first minimum gain for residual image pixel values that are less than a first residual threshold;

determining a second gain factor image wherein the pixel values of the second gain factor image are a continuous monotonic function of the corresponding residual image pixel values, the second gain factor image pixel values being substantially equal to a second minimum gain for non-negative residual image pixel values, and the second gain factor image pixel values being substantially equal to a second maximum value for residual image pixel values less than a second residual threshold;

determining a scaled pedestal image by multiplying the pedestal image by the first gain factor image;

determining a scaled residual image by multiplying the residual image by the second gain factor image;

determining an enhanced document image by combining the scaled pedestal image and the scaled residual image; and

storing the enhanced document image in a processor accessible memory.

2. The method of claim 1 further including determining a current white, and wherein the first maximum value is equal to a ratio of a target white point to the current white.

3. The method of claim 2 wherein the current white is determined by analyzing a distribution of pedestal image pixel values.

4. The method of claim 3 wherein the current white is determined by calculating a mean and standard deviation of the pedestal image pixel values, and setting the current white to be equal to the mean of the pedestal image pixel values minus a predefined number of standard deviations of the pedestal image pixel values.

5. The method of claim 1 further including determining a current black and a target black, and wherein the second maximum value is equal to a ratio of the target black to the current black.

6. The method of claim 5 wherein the current black is determined by analyzing a distribution of residual image pixel values.

7. The method of claim 6 wherein the current black is determined by calculating a mean and a standard deviation of the residual image pixel values, and setting the current black to be equal to the mean of the residual image pixel values minus a predefined number of standard deviations of the residual image pixel values.

8. The method of claim 5 wherein the target black is determined by analyzing a distribution of pedestal image pixel values.

9. The method of claim 8 wherein the target black is determined by calculating a mean of the pedestal image pixel values, and setting the target black to be equal to negative one times the mean of the pedestal image pixel values.

10. The method of claim 1 wherein the first minimum gain is substantially equal to one and the second minimum gain is substantially equal to one.

11. The method of claim 1 further including the step of convolving the first gain factor image with a low-pass filter before using it to determine the scaled pedestal image.

12. The method of claim 1 further including the step of convolving the second gain factor image with a low-pass filter before using it to determine the scaled residual image.

13. The method of claim 1 wherein the digitized image is captured using a digital camera or a digital scanner.

14. The method of claim 1 wherein the document has a substantially uniform background.

15. The method of claim 1 wherein the residual image is equal to the digitized image minus the pedestal image.

16. The method of claim 1 wherein a wavelet transform is used to decompose the digitized image into the pedestal image and the residual image.

17. The method of claim 1 further including applying a geometric transform to the digitized image to correct for lens aberrations, perspective warping or rotation introduced when the document was digitized to provide the digitized image.

18. The method of claim 1 further including applying a uniformity correction operation to compensate for non-uniformity introduced when the document was digitized to provide the digitized image.

19. The method of claim 1 wherein the digitized image is a grayscale digitized image that was formed from a color digitized image.

20. The method of claim 1 wherein the digitized image is a luminance channel of a color digitized image.

21. The method of claim 1 further including printing the enhanced document image using a digital printing device.

22. A digital imaging system comprising:

an image sensor for capturing a digitized image;

an optical system for forming an image of a document onto the image sensor;

a data processing system; and

a memory system communicatively connected to the data processing system and storing instructions configured to cause the data processing system to implement a method for enhancing a document image, wherein the method includes:

using the image sensor to capture a digitized image of a document containing text or graphics, the digitized image including an array of pixels having pixel values;

decomposing the digitized image into a pedestal image and a residual image, the low-spatial-frequency content in the digitized image being primarily represented by the pedestal image and the high-spatial-frequency content in the digitized image being primarily represented by the residual image;

determining a first gain factor image wherein the pixel values of the first gain factor image are a continuous monotonic function of the corresponding residual image pixel values, the first gain factor image pixel values being substantially equal to a first maximum gain for non-negative residual image pixel values, and the first gain factor image pixel values being substantially equal to a first minimum gain for residual image pixel values that are less than a first residual threshold;

determining a second gain factor image wherein the pixel values of the second gain factor image are a continuous monotonic function of the corresponding residual image pixel values, the second gain factor image pixel values being substantially equal to a second minimum gain for non-negative residual image pixel values, and the second gain factor image pixel values being substantially equal to a second maximum value for residual image pixel values less than a second residual threshold;

determining a scaled pedestal image by multiplying the pedestal image by the first gain factor image;

determining a scaled residual image by multiplying the residual image by the second gain factor image;

determining an enhanced document image by combining the scaled pedestal image and the scaled residual image;

storing the enhanced document image in a processor accessible memory.

23. The method of claim 22 wherein the digital imaging system is a digital scanner, a digital camera or a camera phone.

Assignments (17)
NOTICE OF SECURITY INTERESTS Recorded Mar 4, 2021
From: EASTMAN KODAK COMPANY
To: BANK OF AMERICA, N.A., AS AGENT
Reel/Frame 056984/0001 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded Mar 4, 2021
From: EASTMAN KODAK COMPANY
To: ALTER DOMUS (US) LLC
Reel/Frame 056734/0233 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded Mar 4, 2021
From: EASTMAN KODAK COMPANY
To: ALTER DOMUS (US) LLC
Reel/Frame 056734/0001 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded Mar 4, 2021
From: EASTMAN KODAK COMPANY
To: ALTER DOMUS (US) LLC
Reel/Frame 056733/0681 →
RELEASE OF SECURITY INTEREST Recorded Jan 24, 2020
From: BARCLAYS BANK PLC
To: EASTMAN KODAK COMPANY; FAR EAST DEVELOPMENT LTD.; FPC INC.; KODAK (NEAR EAST) INC.; KODAK AMERICAS LTD.; KODAK REALTY INC.; LASER PACIFIC MEDIA CORPORATION; QUALEX INC.; KODAK PHILIPPINES LTD.; NPEC INC.
Reel/Frame 052773/0001 →
RELEASE OF SECURITY INTEREST Recorded Jul 30, 2019
From: JP MORGAN CHASE BANK, N.A., AS ADMINISTRATIVE AGENT
To: EASTMAN KODAK COMPANY; FAR EAST DEVELOPMENT LTD.; PFC, INC.; KODAK (NEAR EAST), INC.; KODAK AMERICAS, LTD.; KODAK IMAGING NETWORK, INC.; KODAK PORTUGUESA LIMITED; KODAK REALTY, INC.; LASER PACIFIC MEDIA CORPORATION; PAKON, INC.; QUALEX, INC.; KODAK PHILIPPINES, LTD.; NPEC, INC.; CREO MANUFACTURING AMERICA LLC; KODAK AVIATION LEASING LLC
Reel/Frame 049901/0001 →
RELEASE OF SECURITY INTEREST Recorded Jul 22, 2019
From: JP MORGAN CHASE BANK, N.A., AS ADMINISTRATIVE AGENT
To: QUALEX, INC.; EASTMAN KODAK COMPANY; FAR EAST DEVELOPMENT LTD.; FPC, INC.; KODAK (NEAR EAST), INC.; KODAK AMERICAS, LTD.; KODAK IMAGING NETWORK, INC.; KODAK PORTUGUESA LIMITED; KODAK REALTY, INC.; LASER PACIFIC MEDIA CORPORATION; PAKON, INC.; KODAK PHILIPPINES, LTD.; NPEC, INC.; CREO MANUFACTURING AMERICA LLC; KODAK AVIATION LEASING LLC
Reel/Frame 050239/0001 →
SECURITY INTEREST Recorded Mar 28, 2014
From: EASTMAN KODAK COMPANY; FAR EAST DEVELOPMENT LTD.; FPC INC.; KODAK (NEAR EAST). INC.; KODAK AMERICAS, LTD.; KODAK IMAGING NETWORK, INC.; KODAK PORTUGUESA LIMITED; KODAK REALTY, INC.; LASER-PACIFIC MEDIA CORPORATION; QUALEX INC.; KODAK PHILIPPINES, LTD.; NPEC INC.; KODAK AVIATION LEASING LLC
To: JPMORGAN CHASE BANK, N.A. AS ADMINISTRATIVE AGENT
Reel/Frame 032552/0741 →
SECURITY INTEREST Recorded Mar 28, 2014
From: EASTMAN KODAK COMPANY; FAR EAST DEVELOPMENT LTD.; FPC INC.; KODAK (NEAR EAST), INC.; KODAK AMERICAS, LTD.; KODAK IMAGING NETWORK, INC.; KODAK PORTUGUESA LIMITED; KODAK REALTY, INC.; LASER-PACIFIC MEDIA CORPORATION; QUALEX INC.; KODAK PHILIPPINES, LTD.; NPEC INC.; KODAK AVIATION LEASING LLC
To: BANK OF AMERICA N.A., AS AGENT
Reel/Frame 032553/0152 →
SECURITY INTEREST Recorded Mar 28, 2014
From: EASTMAN KODAK COMPANY; FAR EAST DEVELOPMENT LTD.; FPC INC.; KODAK (NEAR EAST), INC.; KODAK AMERICAS, LTD.; KODAK IMAGING NETWORK, INC.; KODAK PORTUGUESA LIMITED; KODAK REALTY, INC.; LASER-PACIFIC MEDIA CORPORATION; QUALEX INC.; KODAK PHILIPPINES, LTD.; NPEC INC.; KODAK AVIATION LEASING LLC
To: BARCLAYS BANK PLC, AS ADMINISTRATIVE AGENT
Reel/Frame 032553/0398 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT (ABL) Recorded Sep 5, 2013
From: EASTMAN KODAK COMPANY; FAR EAST DEVELOPMENT LTD.; FPC INC.; KODAK (NEAR EAST), INC.; KODAK AMERICAS, LTD.; KODAK IMAGING NETWORK, INC.; KODAK PORTUGUESA LIMITED; KODAK REALTY, INC.; LASER-PACIFIC MEDIA CORPORATION; PAKON, INC.; QUALEX INC.; KODAK PHILIPPINES, LTD.; NPEC INC.; CREO MANUFACTURING AMERICA LLC; KODAK AVIATION LEASING LLC
To: BANK OF AMERICA N.A., AS AGENT
Reel/Frame 031162/0117 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT (SECOND LIEN) Recorded Sep 5, 2013
From: EASTMAN KODAK COMPANY; FAR EAST DEVELOPMENT LTD.; FPC INC.; KODAK (NEAR EAST), INC.; KODAK AMERICAS, LTD.; KODAK IMAGING NETWORK, INC.; KODAK PORTUGUESA LIMITED; KODAK REALTY, INC.; LASER-PACIFIC MEDIA CORPORATION; PAKON, INC.; QUALEX INC.; KODAK PHILIPPINES, LTD.; NPEC INC.; CREO MANUFACTURING AMERICA LLC; KODAK AVIATION LEASING LLC
To: BARCLAYS BANK PLC, AS ADMINISTRATIVE AGENT
Reel/Frame 031159/0001 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT (FIRST LIEN) Recorded Sep 5, 2013
From: EASTMAN KODAK COMPANY; FAR EAST DEVELOPMENT LTD.; FPC INC.; KODAK (NEAR EAST), INC.; KODAK IMAGING NETWORK, INC.; KODAK PORTUGUESA LIMITED; KODAK REALTY, INC.; LASER-PACIFIC MEDIA CORPORATION; PAKON, INC.; QUALEX INC.; KODAK PHILIPPINES, LTD.; NPEC INC.; CREO MANUFACTURING AMERICA LLC; KODAK AVIATION LEASING LLC; KODAK AMERICAS, LTD.
To: JPMORGAN CHASE BANK, N.A., AS ADMINISTRATIVE
Reel/Frame 031158/0001 →
RELEASE OF SECURITY INTEREST IN PATENTS Recorded Sep 5, 2013
From: CITICORP NORTH AMERICA, INC., AS SENIOR DIP AGENT; WILMINGTON TRUST, NATIONAL ASSOCIATION, AS JUNIOR DIP AGENT
To: EASTMAN KODAK COMPANY; PAKON, INC.
Reel/Frame 031157/0451 →
PATENT SECURITY AGREEMENT Recorded Apr 1, 2013
From: EASTMAN KODAK COMPANY; PAKON, INC.
To: WILMINGTON TRUST, NATIONAL ASSOCIATION, AS AGENT
Reel/Frame 030122/0235 →
SECURITY INTEREST Recorded Feb 21, 2012
From: EASTMAN KODAK COMPANY; PAKON, INC.
To: CITICORP NORTH AMERICA, INC., AS AGENT
Reel/Frame 028201/0420 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 12, 2012
From: MORALES, EFRAIN ORLANDO
To: EASTMAN KODAK
Reel/Frame 027520/0573 →