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NeRF & 3D Gaussian Splatting

Reconstructs 3D scenes renderable from any viewpoint from photos.

神经辐射场与 3D 高斯泼溅 2020 Advanced core

IN PLAIN WORDS

NeRF represents color and density with a network and renders novel views volumetrically; 3D Gaussian Splatting uses millions of optimizable 3D Gaussians for real-time rendering and became mainstream.

Used in: Digital twins, 3D commerce, VFX

TIMELINE · prerequisites → this → what builds on it

1986 Backpropagati…2020 NeRF & 3D Gaussia…

01Original paper

NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis

Ben Mildenhall, Pratul P. Srinivasan, Matthew Tancik, et al. · 2020

arXiv ↗ ✓ Verified · arXiv API

02Where it sits

Learn the left column first; the right column builds on this one.

Learn first

NeRF & 3D Gaussian Splatting

Then you can learn

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Related:World Models

BackpropagationWorld Models NeRF & 3D Gaussian …

Left: prerequisites · right: builds on this · dashed: related. Full map →

03Learning resources

Official docs, explainers, courses and reference code. All links checked.

Official docs

Reference code

04Where the course teaches it

For AI / data

Data updated: AI algorithms & curriculum(UTC+8)