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 …

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

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 …

Neural rendering and its hardware acceleration: A review

X Yan, J Xu, Y Huo, H Bao - arXiv preprint arXiv:2402.00028, 2024 - arxiv.org
the common requirements of neural rendering pipeline for hardware acceleration and the
characteristics of theThe paper provides a brief overview of the fundamental knowledge in …

Overview of volume rendering.

AE Kaufman, K Mueller - The visualization handbook, 2005 - books.google.com
… In response to this, volume rendering techniques were developed that … the entire 3D
data in a single 2D image. Volume rendering conveys more information than surface-rendered

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 …

Neural radiance field-based visual rendering: a comprehensive review

M Yao, Y Huo, Y Ran, Q Tian, R Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
the scene through neural network optimization, utilizes hierarchical sampling and volumetric
rendering … In this section, we will provide a detailed overview of the latest developments up …

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 …

Volume rendering of neural implicit surfaces

L Yariv, J Gu, Y Kasten… - Advances in Neural …, 2021 - proceedings.neurips.cc
… research (see [6] for an overview) combining neural implicit functions together with volume
… In this section we review the volume rendering integral and the numerical integration …

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 …