System and method for fusing images
View Patent ↗A system and method for generating a fused image is provided. The system comprises processing circuitry configured to access a plurality of images, group the images into a plurality of sets, fuse the images of each set to form a plurality of fused images and fuse the fused images to form a final fused image.
1. A method comprising:
accessing, by a computing device, a plurality of images;
grouping, by the computing device, the plurality of images into a plurality of sets based on a computed weight for each image in the plurality of images in each set of the plurality of sets at a first hierarchical level;
fusing, by the computing device, images of the each set of the plurality of sets at the first hierarchical level to form a higher hierarchical level including a plurality of fused images;
continuing, by the computing device, the grouping and the fusing at the higher hierarchical level based on a computed weight for each image in the higher hierarchical level until a single fused image is obtained for each predetermined channel; and
fusing, by the computing device, the single fused image for the each predetermined channel to form a final fused image;
wherein the single fused image for the each predetermined channel includes an available wavelength bandwidth proportional to a number of fused images in the single fused image for the each predetermined channel and a total wavelength bandwidth of the single fused image.
2. The method of claim 1 , wherein the fusing comprises:
computing a weight for each image in the plurality of sets, and
fusing the images in the each set of the plurality of sets based on the computed weight of the each image.
3. The method of claim 1 , wherein a number of the images of each set of plurality of sets includes an equal number of images.
4. The method of claim 1 , wherein at least two sets of images have different numbers of images.
5. The method of claim 1 , further comprising accessing, by the computing device, a stored fused image without accessing a final fused image.
6. A system comprising:
processing circuitry configured to:
access a plurality of images,
group the plurality of images into a plurality of sets based on a computed weight for each image in the plurality of images at a first hierarchical level;
fuse images of each set of the plurality of sets to form a higher hierarchical level that includes a plurality of fused images;
continue to group and fuse at the higher hierarchical level based on a computed weight for each image in the higher hierarchical level until a single fused image is obtained for each predetermined channel;
fuse the single fused images for the each predetermined channel to form a final fused image;
wherein each of the second plurality of fused images and the first fused image includes an available wavelength bandwidth proportional to a number of fused images in the second plurality of fused images and the first fused image and a total wavelength bandwidth of the final fused image.
7. The system of claim 6 , wherein the processing circuitry is further configured to compute a weight for each image in the plurality of sets.
8. The system of claim 6 , wherein the each set of the plurality of sets includes an equal number of images.
9. The system of claim 6 , wherein at least two sets of images include different numbers of images.
10. The system of claim 6 , further comprising memory circuitry configured to store the final fused image.
11. The system of claim 10 , wherein the memory circuitry is further configured to store the first and second plurality of fused images.
12. The system of claim 6 , wherein the processing circuitry is further configured to access a stored fused image without accessing the final fused image.
13. The system of claim 6 , wherein the plurality of images include hyperspectral images.
14. A non-transitory computer-readable medium storing executable instructions that, in response to being executed, cause a computing device to perform operations comprising:
accessing, by the computing device, a plurality of images;
grouping, by the computing device, the plurality of images into a plurality of sets based on a computed weight for each image in the plurality of images in each set of the plurality of sets at a first hierarchical level;
fusing, by the computing device, images of the each set of the plurality of sets at the first hierarchical level to form a higher hierarchical level including a plurality of fused images;
continuing, by the computing device, the grouping and the fusing at the higher hierarchical level based on a computed weight for each image in the higher hierarchical level until a single fused image is obtained for each predetermined channel; and
fusing, by the computing device, the single fused image for the each predetermined channel to form a final fused image;
wherein the single fused image for the each predetermined channel includes an available wavelength bandwidth proportional to a number of fused images in the single fused image for the each predetermined channel and a total wavelength bandwidth of the single fused image.
15. The non-transitory computer-readable medium of claim 14 , wherein the fusing comprises:
computing a weight for each image in the plurality of sets, and
fusing the images in the each set of the plurality of sets based on the computed weight of the each image.
16. The non-transitory computer-readable medium of claim 14 , wherein a number of the images of each set of plurality of sets includes an equal number of images.
17. The non-transitory computer-readable medium of claim 14 , wherein at least two sets of images have different numbers of images.
18. The non-transitory computer-readable medium of claim 14 , further comprising accessing, by the computing device, a stored fused image without accessing a final fused image.