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donydchen avatar donydchen commented on July 24, 2024

This is somehow a common trick when playing with attention map / attention mask. From my point of view,

  • Intuitively attention mask enables some specific areas where facial muscle changed to get more focus, applying it to the color mask () can generate images with clear dynamic area and unclear static area.
  • After that, what left is to enhance the static area, which should be similar between the generated image and the original real image. So we can enhance the static area (basically it refers to background area) in the original real image () and merge it to the above to get final result ().

You can understand it more clearly with the help of Sec. 4.1_Generator and Sec. 6.5 of the original paper.

However, the above is what the paper tells, while this project actually implements it in a different (or wrong?) way. You can check out Issue #21 for more details.

from ganimation.

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