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Why does it look ... fake?

Before you downvote, don't get this as a belittling the effort and all the results, they are stunning, but as a sincere question.

I do plenty of photography, I do a lot of videography. I know my way around Premiere Pro, Lightroom and After Effects. I also know a decent amount about computer vision and cg.

If I look at the "edited" videos, they look fake. Immediately. And not a little bit. They look like they were put through a washing machine full of effects: too contrasty, too much gamma, too much clarity, too low levels, like a baby playing with the effect controls. Can't exactly put my fingers on, but comparing the "original" videos to the ones that simply change one element, like the "add blue pom poms to his hands", it changes the whole video, and makes the whole video a bit cartooney, for lack of a better word.

I am simply wondering why?!

Is that a change in general through the model that processes the video? Is that something that is easy to get rid of in future versions, or inherently baked into how the model transforms the video?



The models produce a form of average video, but with artificial sharpness added for a form of consistency. A truly and consistently original image requires something these models do not have, which is a world model.




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