Differentiable Rendering with Reparameterized Volume Sampling

1 code implementation • 21 Feb 2023 • Nikita Morozov, Denis Rakitin, Oleg Desheulin, Dmitry Vetrov, Kirill Struminsky

To generate a pixel of a novel view, it marches a ray through the pixel and computes a weighted sum of radiance emitted from a dense set of ray points.

Novel View Synthesis

Leveraging Recursive Gumbel-Max Trick for Approximate Inference in Combinatorial Spaces

1 code implementation • NeurIPS 2021 • Kirill Struminsky, Artyom Gadetsky, Denis Rakitin, Danil Karpushkin, Dmitry Vetrov

Structured latent variables allow incorporating meaningful prior knowledge into deep learning models.