In generative models like StyleGAN2, researchers observed that high-frequency details (like hair or grass) appeared "stuck" to the pixel grid rather than the underlying surface geometry. As the generator rotated the object, the texture remained static until it snapped to a new grid location. This is a direct symptom of aliasing caused by the non-ideal implementation of geometric transformations in the network.
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