Unconstrained real photos
Appearance transfer based on real photos. Our model struggles to retain parametric control.
We leverage differentiable rendering to reach photorealism by fine tuning 3D dynamic scenes to look like a set of target real life photos.
Appearance transfer based on real photos. Our model struggles to retain parametric control.
Our depth oracle speeds up rendering and retains shape during appearance transfer.
We can transfer the appearance and retain the parametric control when the real photos are closer to the base scene.
The contributions of this stage are threefold.