Encodes conical frusta rather than points, so the representation is aware of the footprint each sample covers and stops aliasing when rendered at a different scale than it was trained on.
supersedescorrects · extends
classifiesspecializes · part-of
substitutes forapproximates · alternative-to
depends onrequires · validates
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correctsfixes a defect in Neural Radiance Fieldspoint samples alias when rendered at another scale
References
Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fields — Barron, Mildenhall, Tancik, Hedman, Martin-Brualla, Srinivasan — 2021 · link