1. A method of stabilizing fisheye video imagery, comprising: selecting a reference image from a series of fisheye video imagery: selecting a plurality of landmark points in the reference image; tracking the plurality of landmark points in a new image from the series of fisheye video imagery; computing, using a processor, a coordinate system mapping between the new image and the reference image using the tracked landmark points; and resampling the new image to align with the reference image.