1) See if the validation size can be halved.
2) Multiresolution? (could be based on 5), too).
3) Hough Transform for locating specific angle of edges?
4) Look for patterns again.
5) addition of images (by quadrants)?
6) instead of line/ try circular
Note to self, once this is promoted to higher dimension, its easy to id.
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