Structured uncertainty

Multiple residual samples

Rows top to bottom: input, mean (𝛍), residual (𝛆), and reconstruction (𝛍 + 𝛆).




Warping GAN

Partial edits in high resolution

Big Nose

Smiling



Arched Eyebrows

Smiling



Arched Eyebrows

Big Nose




CelebA results




Partial edits

Smile

Big Nose


Arched eyebrows

Narrowed eyes


Pointy nose




RafD results

High resolution

Low resolution