I think you are getting confused by terminology here.
Category is a taxonomy. Specific categories you create are terms.
our_gallery is taxonomy. Landscapes is term. our_gallery is not category. It is its own taxonomy and has nothing to do with category taxonomy.
get_the_category() function explicitly fetches terms of category taxonomy.
To get terms of our_gallery taxonomy you need more generic function get_the_terms().
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