Tutorial: Radiance Field Models for Photorealistic Rendering

Recently, the neural radiance field (NeRF) and other radiance field (RF) models have achieved great success for generating realistic novel views from a set of 2D images. This tutorial covers the basic concepts related to NeRF. We will also talk about recent advances on RF models as well as delve deeper into implementation techniques.

Outline:
Recent Advances on Neural Rendering

Background: Radiance Field (RF) and Neural Radiance Field (NeRF)
Delving Into Code for a NeRF Model
Advanced RF Models
Generalizable RF Modeling: MVSNeRF and Related Works
Large-Scale RF Modeling: NeRFusion and Related Works
Fast and Compact RF Modeling: TensorF and Related Works
Techniques in RF Model Designing
Activation Functions
Learning Rate Schedule
Efficient Sampling
Q&A