Search icon
Arrow left icon
All Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Newsletters
Free Learning
Arrow right icon
3D Deep Learning with Python

You're reading from  3D Deep Learning with Python

Product type Book
Published in Oct 2022
Publisher Packt
ISBN-13 9781803247823
Pages 236 pages
Edition 1st Edition
Languages
Authors (3):
Xudong Ma Xudong Ma
Profile icon Xudong Ma
Vishakh Hegde Vishakh Hegde
Profile icon Vishakh Hegde
Lilit Yolyan Lilit Yolyan
Profile icon Lilit Yolyan
View More author details

Table of Contents (16) Chapters

Preface PART 1: 3D Data Processing Basics
Chapter 1: Introducing 3D Data Processing Chapter 2: Introducing 3D Computer Vision and Geometry PART 2: 3D Deep Learning Using PyTorch3D
Chapter 3: Fitting Deformable Mesh Models to Raw Point Clouds Chapter 4: Learning Object Pose Detection and Tracking by Differentiable Rendering Chapter 5: Understanding Differentiable Volumetric Rendering Chapter 6: Exploring Neural Radiance Fields (NeRF) PART 3: State-of-the-art 3D Deep Learning Using PyTorch3D
Chapter 7: Exploring Controllable Neural Feature Fields Chapter 8: Modeling the Human Body in 3D Chapter 9: Performing End-to-End View Synthesis with SynSin Chapter 10: Mesh R-CNN Index Other Books You May Enjoy

Overview of volumetric rendering

Volumetric rendering is a collection of techniques used to generate a 2D view of discrete 3D data. This 3D discrete data could be a collection of images, voxel representation, or any other discrete representation of data. The main goal of volumetric rendering is to render a 2D projection of 3D data since that is what our eyes can perceive on a flat screen. This method generated such projections without any explicit conversion to a geometric representation (such as meshes). Volumetric rendering is typically used when generating surfaces is difficult or can lead to errors. It can also be used when the content (and not just the geometry and surface) of the volume is important. It is typically used for data visualization. For example, in brain scans, a visualization of the content of the interior of the brain is typically very important.

In this section, we will explore the volumetric rendering of a volume. We will get a high-level overview of volumetric...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $15.99/month. Cancel anytime}