View source for Neural scene representation and rendering (Science 2018)

Neural scene representation and rendering (Science 2018)

Authors: S. M. Ali Eslami*,†, View ORCID ProfileDanilo Jimenez Rezende†, View ORCID ProfileFrederic Besse, View ORCID ProfileFabio Viola, View ORCID ProfileAri S. Morcos, Marta Garnelo, View ORCID ProfileAvraham Ruderman, View ORCID ProfileAndrei A. Rusu, Ivo Danihelka, Karol Gregor, David P. Reichert, Lars Buesing, View ORCID ProfileTheophane Weber, Oriol Vinyals, Dan Rosenbaum, Neil Rabinowitz, Helen King, Chloe Hillier, View ORCID ProfileMatt Botvinick, Daan Wierstra, Koray Kavukcuoglu, Demis Hassabis  
Affiliations: Deepmind

* [https://science.sciencemag.org/content/360/6394/1204.abstract?casa_token=YJ9ecoTjHCYAAAAA:FvJ61C7AypiTzjcuJtaxPMj3e5vtNP8q0JpKk3qVFuViR6zesDRdGhzsjA1oRwKOVZT5ayhjeuz4j04 Science URL]

==Generative Query Network==

* We have K images for scene i: \(\mathbf{x}^k_i\) taken from 2D viewpoints \(\mathbf{v}^k_i\)
* A representation network creates a neural representation \(\mathbf{r}\).
* The generation network predicts the scene from viewpoints \(\mathbf{v}^q\) and random noise \(\mathbf{z}\).