Since augmentation is what makes so much better I keep wondering if adding a pseudo-depth augmentation might be worth a try? (This example from 2018 is not even using a real depth map)

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Redid the old sketch with a neural monocular depth model. As long as one keeps the displacements within certain bounds it might work. Since I did not find any prior mention of using this pseudo depth for data augmentation I put it here under a creative commons licence.

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