Building a NeRF from scratch (https://inst.eecs.berkeley.edu/~cs180/fa23/hw/proj5/)

Part 1 - Fit a Neural Field to a 2D Image

TODOS:

• Impl: Network
• Impl: Dataloader
• Impl: Loss Function, Optimizer, and Metric
• Impl: Hyperparameter Tuning

Part 2: Fit a Neural Radiance Field from Multi-view Images

TODOS:

• Impl: camera to world transformation
• Impl: pixel to camera transformation
• Impl: ray generation
• Impl: Sampling rays from images
• Impl: Sampling points along rays
• Impl: Network
• Impl: Volume rendering equation
• Impl: Writing loss function, training loop and putting it all together