NeRF in the Wild: Neural Radiance Fields for Unconstrained Photo Collections

• Published in: Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) pp. 7206 - 7215
• Main Authors: Martin-Brualla, Ricardo, Radwan, Noha, Sajjadi, Mehdi S. M., Barron, Jonathan T., Dosovitskiy, Alexey, Duckworth, Daniel
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.01.2021
• Subjects: Image color analysis; Learning systems; Lighting; Photorealism; Rendering (computer graphics); Solid modeling; Three-dimensional displays

We present a learning-based method for synthesizing novel views of complex scenes using only unstructured collections of in-the-wild photographs. We build on Neural Radiance Fields (NeRF), which uses the weights of a multi-layer perceptron to model the density and color of a scene as a function of 3...