Neural Rendering in a Room: Amodal 3D Understanding and Free-Viewpoint Rendering for the Closed Scene Composed of Pre-Captured Objects. (arXiv:2205.02714v1 [cs.CV])

We, as human beings, can understand and picture a familiar scene from
arbitrary viewpoints given a single image, whereas this is still a grand
challenge for computers. We hereby present a novel solution to mimic such human
perception capability based on a new paradigm of amodal 3D scene understanding
with neural rendering for a closed scene. Specifically, we first learn the
prior knowledge of the objects in a closed scene via an offline stage, which
facilitates an online stage to …

3d arxiv cv free neural rendering objects understanding