Method of image registration using mutual information
View Patent ↗A digital image processing method for image registration, that acquires a reference intensity image and a floating intensity image that is to be registered; and preprocesses the reference and the floating images, before converting the preprocessed reference image to a vectorized reference image. Subsequently, the vectorized reference image is converted to a reference index image. Additional image processing includes spatially transforming the preprocessed floating image using a transformation matrix; converting the transformed floating image to a vectorized floating image; converting the vectorized floating image to a floating index image; and obtaining joint statistics of the index images. Other steps include, computing a cost function due to misalignment of the two images using the joint statistics; and updating the transformation matrix and repeating several aforementioned steps, if the cost function does not satisfy a predefined criterion, otherwise, applying the transformation matrix to an acquired floating intensity image.
1. A digital image processing method for image registration using statistical information, comprising the steps of:
a) applying vector quantization to a plurality of digital images to convert the plurality of digital images to vectorized images having corresponding local intensity information as derived respectively from the plurality of digital images;
b) employing the vectorized images to obtain a joint statistical representation of the plurality of digital images;
c) computing a cost function using the joint statistical representation of the plurality of digital images;
d) selecting a reference image from the plurality of digital images;
e) spatially transforming the plurality of digital images excluding the reference image, where a predetermined cost function criterion is unsatisfied; and
f) repeating steps a-c, where the predetermined cost function criterion is unsatisfied, for the plurality of digital images that have been previously spatially transformed in order to align the plurality of digital images with the reference image.
2. The digital image processing method for image registration claimed in claim 1 , wherein the joint statistical representation of the plurality of digital images is a joint intensity distribution.
3. The digital image processing method for image registration claimed in claim 2 , wherein the cost function is mutual information derived from the joint intensity distribution.
4. The digital image processing method for image registration claimed in claim 1 , further comprising the step of:
g) applying image normalization to the plurality of digital images.
5. The digital image processing method for image registration claimed in claim 1 , wherein the step of employing the vectorized images to obtain a joint statistical representation of the plurality of digital images further includes the steps of:
b1) converting the vectorized image to an indexed image; and
b2) using the indexed image to compute the joint statistical representation of the plurality of digital images.
6. The digital image processing method for image registration claimed in claim 1 , wherein the step of spatially transforming the plurality of digital images includes at least one of the steps of:
e1) translating the plurality of digital images in a two dimensional image space;
e2) rotating the plurality of digital images in the two dimensional image space; and
e3) affine transforming the plurality of digital images in the two dimensional image space.
7. A digital image processing method for image registration using mutual information comprising the steps of:
a) acquiring a reference intensity image and a floating intensity image that is to be registered;
b) preprocessing the reference and the floating images
c) converting the preprocessed reference image to a vectorized reference image;
d) converting the vectorized reference to a reference index image;
e) spatially transforming the preprocessed floating image using a transformation matrix;
f) converting the transformed floating image to a vectorized floating image;
g) converting the vectorized floating image to a floating index image;
h) obtaining joint statistics of the index images;
i) computing a cost function due to misalignment of the two images using the joint statistics; and
j) updating the transformation matrix and repeating steps e), f), g), h), and i) if the cost function does not satisfy a predefined criterion, otherwise, applying the transformation matrix to the acquired floating intensity image.
8. The digital image processing method for image registration claimed in claim 7 , wherein the joint statistics of the index images is a joint intensity distribution.
9. The digital image processing method for image registration claimed in claim 8 , wherein the cost function is mutual information derived from the joint intensity distribution.
10. The digital image processing method for image registration claimed in claim 7 , further comprising the step of:
k) applying image normalization to the plurality of digital images.
11. The digital image processing method for image registration claimed in claim 7 , wherein the step of spatially transforming the plurality of digital images includes at least one of the steps of:
e1) translating the plurality of digital images in a two dimensional image space;
e2) rotating the plurality of digital images in the two dimensional image space; and
e3) transforming the plurality of digital images in the two dimensional image space into affine transformations.
12. The digital image processing method for image registration claimed in claim 1 , wherein the predetermined cost function criterion is a predetermined numeric threshold.
13. The digital image processing method for image registration claimed in claim 7 , wherein the predefined criterion is a predetermined numeric threshold.
14. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 1 .
15. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 2 .
16. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 3 .
17. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 4 .
18. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 5 .
19. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 6 .
20. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 7 .
21. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 8 .
22. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 9 .
23. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 10 .
24. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 11 .
25. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 12 .
26. A computer storage medium having instructions stored therein for causing a computer to perform the method of claim 13 .