Pose Guided Person Image Generation

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Published:

generate an image conditioning on reference image and a specified pose

  • coarse to fine: blurry result by L1 loss refined via adverserial training
    • better and faster: easy task to learn
    • predict a difference map: speed up training
    • true/fake pair: input pose / real pose
      • avoid trival solution: output input image in stage 2, maybe?
    • leverage L1 and adverserial loss
      • the latter causes artifacts