1. A computer implemented method for correcting one or more geometric distortions in a video content comprising: mapping, by a computing device, a plurality of geometrically distorted frames with a plurality of original frames of the video content; identifying, by the computing device, one or more features associated with the plurality of mapped geometrically distorted frames and original frames, wherein the one or more features are insensitive to the one or more geometric distortions; mapping, by the computing device, the one or more features of the plurality of mapped geometrically distorted frames with original frames based on a predefined similarity threshold; determining, by the computing device, one or more geometric distortion parameters from the one or more mapped features; determining, by the computing device, a frame level average distortion of each of the one or more geometric distortion parameters; determining, by the computing device, a video level average distortion of each of the one or more geometric distortion parameters based on the frame level average distortion; and correcting, by the computing device, the one or more geometric distortions of the video content based on the video level average distortion of each of the one or more geometric distortion parameters.