Can you help me find any information on how to detect horizon on image?
It should not be based on genetic algorithm or neural network.
Just found this question interesting, so I searched the internet for you and came up with following papers/links, the first one perhaps being the most interesting, as it provides a concrete algorithm.
Following the citations in the papers you will get to more resources on research in this field.
I'm not sure does this works. But my first approach would be - to detect most frequent line by using Hough transform with such properties:
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