NeRF

Neural Radiance Field — a neural network that represents a 3D scene as a continuous volumetric function mapping (x,y,z, viewing direction) to (color, density). NeRF renders photorealistic novel views by ray marching through the volume. In robotics, NeRF is used for digital twin construction, novel view synthesis for data augmentation, and scene representation for manipulation.