# US 8,542,945 B1 · Correction of mis-focus in recorded images using centered discrete fractional fourier transformations with high-accuracy orthonormal eigenvectors

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- Number: US 8,542,945 B1
- Document ID: US8542945B1
- Status: Granted
- Kind: B1
- Application number: 12/945,902
- Filed: 2010-11-15
- Granted: 2013-09-24
- Earliest claimed: 2009-11-15
- Assignees: Lester F. Ludwig
- Applicants: Lester F. Ludwig
- Inventors: Lester F. Ludwig
- Web page: https://patentgrep.com/patent/US8542945B1

## CPC

- G06T 5/73: Deblurring; Sharpening
- G06T 5/10: using non-spatial domain filtering
- G06T 2207/20056: Discrete and fast Fourier transform, [DFT, FFT]
- G06T: IMAGE DATA PROCESSING OR GENERATION, IN GENERAL

## Abstract

A method for correcting mis-focus of an image created from coherent imaging using centered fractional Fourier transforms or mathematical equivalents is described. A received image is presented to a numerical processor, and a first numerical value for a variable α is selected and used in an iterative algorithm, numerical procedure, system architecture, etc. A centered discrete fractional Fourier transform of power α and a phase restore operator associated with a centered discrete fractional Fourier transform of power α are applied to the image file to produce a modified image. A change in mis-focused is determined and used in adjusting α for a next iteration. If values for α between 0 and real number β do not result in a desired outcome, α is adjusted as a complex value β+iχ where χ is a real number.

## Claims

### Claim 1

A method for correcting mis-focus of an image, the method comprising:
receiving an image file at a numerical processor, the image file comprising a portion of the image in an original mis-focused condition;
selecting a numerical value for a variable α;
beginning a first iteration of a numerical procedure executing on the numerical processor;
in the numerical procedure, applying a two-dimensional centered discrete fractional Fourier transform operator of power α to the image file and applying a phase correction operator associated with the two-dimensional centered discrete fractional Fourier transform matrix of power β−α to the image file;
obtaining a modified portion of the image file from the above operations;
inspecting the modified portion of the image file and determining a change in the mis-focused condition;
based on the determined change, adjusting numerical value of α; and
beginning a next iteration of the numerical procedure on the numerical processor;
wherein if numerical values for the variable α between the real values of 0 and β do not result in a desired outcome, the numerical value for the variable α is adjusted to an imaginary value of the form iχ where χ is the imaginary part of α.

### Claim 2 (depends on 1)

The method of claim 1, wherein the number β is real.

### Claim 3 (depends on 1)

The method of claim 1, wherein the two-dimensional centered discrete fractional Fourier transform comprises two one-dimensional centered discrete fractional Fourier transform matrices, each such that the power of α=η results in a centered discrete Fourier transform matrix and the power of α=β results in a reflection matrix.

### Claim 4 (depends on 3)

The method of claim 3, wherein the number η is real, and the reflection matrix reverses the sequence order of the elements of a vector on which the reflection matrix operates.

### Claim 5 (depends on 4)

The method of claim 4, wherein number η is 0.

### Claim 6 (depends on 1)

The method of claim 1, wherein the two-dimensional centered discrete fractional Fourier transform operator of power α is applied after applying the phase correction operator associated with a two-dimensional centered discrete fractional Fourier transform matrix of power β−α.

### Claim 7 (depends on 1)

The method of claim 1, wherein the two-dimensional centered discrete fractional Fourier transform operator of power α is applied before applying the phase correction operator associated with a two-dimensional centered discrete fractional Fourier transform matrix of power β−α.

### Claim 8 (depends on 1)

The method of claim 1, wherein number β is 2.

### Claim 9 (depends on 1)

The method of claim 1, wherein number χ is a positive number.

### Claim 10 (depends on 1)

The method of claim 1, wherein number χ is a negative number.

### Claim 11 (depends on 1)

The method of claim 1, wherein the image is an image created by coherent imaging.

### Claim 12 (depends on 1)

The method of claim 1, wherein the image is an image created by electron imaging.

### Claim 13 (depends on 1)

The method of claim 1, wherein the image is an image created by light imaging.

### Claim 14

A method for correcting mis-focus of an image, the method comprising:
receiving an image file at a numerical processor, the image file comprising a portion of the image in an original mis-focused condition;
selecting a numerical value for a variable α;
beginning a first iteration of a numerical procedure executing on the numerical processor;
in the numerical procedure, applying a two-dimensional centered discrete fractional Fourier transform operator of power α to the image file and applying a phase correction operator associated with the two-dimensional centered discrete fractional Fourier transform matrix of power β−α to the image file;
obtaining a modified portion of the image file from the above operations;
inspecting the modified portion of the image file and determining a change in the mis-focused condition;
based on the determined change, adjusting numerical value of α; and
beginning a next iteration of the numerical procedure on the numerical processor; wherein if numerical values for the variable α between the real values of 0 and β do not result in a desired outcome, the numerical value for the variable α is adjusted to an imaginary value of the form iχ where χ is the imaginary part of α, wherein the two-dimensional centered discrete fractional Fourier transform operator is represented as a 4-dimensional array.

### Claim 15 (depends on 14)

The method of claim 14, wherein the two-dimensional centered discrete fractional Fourier transform operator is represented as a 4-dimensional tensor.

### Claim 16 (depends on 14)

The method of claim 14, wherein the two-dimensional centered discrete fractional Fourier transform operator is applied as a first one-dimensional centered discrete fractional Fourier transform matrix operating on columns of the image file and a second one-dimensional centered discrete fractional Fourier transform matrix operating on rows of the image file.

### Claim 17 (depends on 14)

The method of claim 14, wherein the phase correction operator is a 4-dimensional tensor.

### Claim 18 (depends on 14)

The method of claim 14, wherein the phase correction operator is a 4-dimensional array.

### Claim 19 (depends on 14)

The method of claim 14, wherein the phase correction is applied as a first one-dimensional phase correction operator matrix associated with a two-dimensional centered discrete fractional Fourier transform matrix of power β−α operating on columns of the at least portions of the image file and a second one-dimensional phase correction operator matrix associated with a two-dimensional centered discrete fractional Fourier transform matrix of power β−α operating on rows of the at least portions of the image file.

### Claim 20

A method for correcting a mis-focus of image file created from coherent imaging using centered fractional Fourier transforms or mathematical equivalents, the method comprising:
receiving the mis-focused image at a numerical processor;
selecting a first numerical value for a variable α
iterating a numerical procedure using the variable α;
in the numerical procedure, applying a centered discrete fractional Fourier transform of power α and a phase restore operator associated with a centered discrete fractional Fourier transform of power β−α to the image file to produce a modified image; and
determining a change in the mis-focused image and using the change in the mis-focused image in adjusting α for a next iteration,
wherein if values for α between 0 and real number β do not result in a desired outcome, α is adjusted to an imaginary value of the form iχ where χ is the imaginary part of α.
