Generation middle image in a sequence image

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I would like to know how one would approach this problem. I have an input and and output image, how can i generation middle image to make this into a action sequence image.

Can this be adapted to a lstm nn or gans, I using pix2pix (cGans) to create image base on thresholding? How would you approach this problem?

Thanks for sharing ideas!

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