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With the current code setting, you need to recompute the images and ranking when trying on new unseen test data. You can also modify the code, so that recomputing is not needed. See lines 627 and 628 in IGTD_Functions.py. index[min_id, :] gives how the features should be reordered. After feature reordering, the features should be assigned to pixels according to coordinate. In this way, you can convert new test data into images without recomputing.
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