Scene Representation Networks. Modeling complex 3D scenes at infinite… | by Cameron Wolfe | Feb, 2023
Modeling complex 3D scenes at infinite resolution(Photo by Alexandra Gorn on Unsplash)We have seen recently (e.g., with DeepSDF and ONets ) how 3D geometries can be represented with a neural net. But, these approaches have some limitations, such as requiring access to ground truth, 3D geometries for training and inference. Plus, what if we want to represent an entire scene and not just an object or geometry? This requires modeling both geometry and appearance; see below for an example. Luckily, neural nets are more than…