14. The method of claim 13 , further comprising: receiving a third particular image of the particular field at the first image resolution corresponding to a previous time before the particular time; transforming the third particular image from the first image resolution to the second image resolution; identifying a plurality of third particular image pixel sets of the transformed particular image; for each of the third particular image pixel sets: identifying a third subset of the plurality of first image pixel set features such that the third particular image pixel set may be computed as a linear combination of the third subset of the plurality of first image pixel set features; for each first image pixel set feature of the third subset, identifying a corresponding second image pixel set feature; computing a fourth particular image pixel set as a linear combination of the identified corresponding second image pixel set features; generating a fourth particular image of the particular field from the fourth particular image pixel sets; receiving a fifth particular image of the particular field at the second image resolution corresponding to the previous time; computing a plurality of differences between the fourth particular image and the fifth particular image; based on the plurality of differences, adjusting the generated second particular image.
13. The method of claim 10 , wherein the first plurality of images comprise a plurality of images of one or more fields, the second plurality of images comprise a corresponding plurality of images of the one or more fields, the first particular image comprises a image of a particular field at a particular time where a corresponding image of the second image resolution is unavailable.