The Overview of Neural Rendering

O Romanyuk, E Zavalniuk, T Korobeinikova, N Titova… - 2023 - ir.lib.vntu.edu.ua
The example of neural network for triangular mesh generation is examined. The neural
implementation of the rendering system in overall is described. The neural networks usage for …

Advances in neural rendering

A Tewari, J Thies, B Mildenhall… - Computer Graphics …, 2022 - Wiley Online Library
… -of-the-art methods, we provide an overview of fundamental … we discuss the fundamentals of
neural rendering by describing the … Specifically, we clarify the definition of the different scene …

State of the art on neural rendering

A Tewari, O Fried, J Thies, V Sitzmann… - Computer Graphics …, 2020 - Wiley Online Library
… Starting with an overview of the underlying computer graphics and machine learning … of
neural rendering approaches. Specifically, our emphasis is on the type of control, ie, how the

Neural lumigraph rendering

P Kellnhofer, LC Jebe, A Jones… - Proceedings of the …, 2021 - openaccess.thecvf.com
Overview of our framework. Given a set of multi-view images, we optimize representation
networks modeling shape and appearance of a scene end to end using a differentiable sphere …

Light field neural rendering

M Suhail, C Esteves, L Sigal… - Proceedings of the …, 2022 - openaccess.thecvf.com
… Motivated by these limitations, we introduce a novel method for rendering a sparse light field.
Our neural rendering function operates in the style of … Model Overview. Given a target ray to …

[PDF][PDF] State of the art on neural rendering

R Mantiuk, V Sundstedt - STAR, 2020 - diglib.eg.org
… Starting with an overview of the underlying computer graphics and machine learning … of
neural rendering approaches. Specifically, our emphasis is on the type of control, ie, how the

Neural fields in visual computing and beyond

Y Xie, T Takikawa, S Saito, O Litany… - Computer Graphics …, 2022 - Wiley Online Library
… Finally, we calculate the reconstruction error or loss that guides the neural network … We
define a renderer as a forward map which converts some neural field representation of 3D shape …

Deferred neural rendering: Image synthesis using neural textures

J Thies, M Zollhöfer, M Nießner - Acm Transactions on Graphics (TOG), 2019 - dl.acm.org
Overview of our neural rendering pipeline: Given an object with a valid uv-map parameterization
… In addition we provide a background image to the neural renderer, to output the final …

Geometry-aware neural rendering

J Tobin, W Zaremba, P Abbeel - Advances in Neural …, 2019 - proceedings.neurips.cc
… Figure 1: Overview of the model architecture used in our experiments. Grey boxes denote
intermediate representations, zi latent variables, + element-wise addition, and blue and red …

Ignor: Image-guided neural object rendering

J Thies, M Zollhöfer, C Theobalt, M Stamminger… - arXiv preprint arXiv …, 2018 - arxiv.org
… We propose a learned image-guided rendering technique that combines the benefits of
image-based … Figure 1: Overview of our image-guided rendering approach: based on …