Method for registration of partially-overlapped aerial imagery using a reduced search space methodology with hybrid similarity measures
View Patent ↗A method for registration of partially-overlapped images, comprises (a) performing noise reduction and feature extraction in a reference image and an unregistered image; (b) determining a template size using a phase transition methodology for a sufficiently-sampled finite data set; (c) identifying a template region in the reference image; (d) performing a wide angle estimation of the reference image and the unregistered image; (e) performing orientation and translation of the reference image and the unregistered image; (f) performing a search space reduction of the reference image and the unregistered image; (g) performing a coarse angle estimation of the reference image and the unregistered image; (h) performing orientation of the reference image and the unregistered image of the coarse angle estimation; and (i) performing a fine angle estimation and registration of the reference image and the unregistered image.
1. A method for registration of partially-overlapped images, comprising:
performing noise reduction and feature extraction in a reference image and an unregistered image;
determining a template size using a phase transition methodology for a sufficiently-sampled finite data set, wherein the phase transition methodology comprises calculating the maximum possible entropic states and actual entropic states as number of the pixels;
identifying a template region in the reference image;
performing a wide angle estimation of the reference image and the unregistered image;
performing orientation and translation of the reference image and the unregistered image;
applying margin, imtrim, and overlap to reduce a search space of the reference image and the unregistered image;
performing a coarse angle estimation of the reference image and the unregistered image;
performing orientation of the reference image and the unregistered image of the coarse angle estimation; and
performing a fine angle estimation and registration of the reference image and the unregistered image.
2. The method for registration of partially-overlapped images of claim 1 , wherein the step of determining a template size using a phase approach for a sufficiently-sampled data set further comprises:
calculating the maximum possible entropic states and actual entropic states as a number of intensities present in the pixels of a given reference and unregistered image.
3. The method for registration of partially-overlapped images of claim 1 , wherein the step of determining a template size using a phase approach for a sufficiently-sampled data set further comprises:
determining template size with an m×m template, where m is a power of 2; wherein the total number of pixels M=m×m is equal to or greater than the number of pixels identified by the phase transition methodology.
4. The method for registration of partially-overlapped images of claim 1 , wherein the step of performing a coarse angle estimation of the reference image and the unregistered image further comprises:
performing sequential normalized cross-correlation in the reduced search space.
5. The method for registration of partially-overlapped images of claim 4 , wherein the step of performing a coarse angle estimation of the reference image and the unregistered image further comprises:
performing a mutual information-based variation of information.
6. The method for registration of partially-overlapped images of claim 1 , wherein the step of performing a fine angle estimation of the reference image and the unregistered image further comprises:
performing sequential normalized cross-correlation in the reduced search space.
7. The method for registration of partially-overlapped images of claim 4 , wherein the step of performing a fine angle estimation of the reference image and the unregistered image further comprises:
performing a mutual information-based variation of information.