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I have been reading about this issue for the past couple of weeks now, going over research papers and finding several equations but to no avail. Here is what I understand so far:

  1. Feature matching is done on X, Y plane of equirectangular images (done).
  2. Matches are filtered and converted to unit sphere coordinates (done).
  3. Essential matrix has to be calculated from the pairs of coordinates (how is this done using opencv?) -- also I have read about homography but I didn't find anything on spherical images.
  4. Decompose essential matrix to find R, t (can be done once E is found but I'm stuck there).

Any assistance is highly appreciated.

Finding matches using ORB, and converting them to unit sphere coordinates. This is what I was successful in doing so far.

Loay Altal
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