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title
Lightplane: Highly-Scalable Components for Neural 3D Fields
description
Lightplane provides a pair of highly scalable components for neural 3D fields in differentiable manner.
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Lightplane: Highly-Scalable Components for Neural 3D Fields Lightplane: Highly-Scalable Components for Neural 3D Fields Ang Cao 1, 2 , Justin Johnson 2 , Andrea Vedaldi 1 , David Novotny 1 1 Meta AI, 2 University of Michigan Paper arXiv Code Docs Lightplane Renderer achieves more than 1000x reductions in memory usage while maintaining comparable rendering speeds to existing methods, when differentiably rendering neural 3D fields. Abstract Lightplane Renderer and Splatter are a pair of highly scalable components for neural 3D fields that significantly reduce memory usage in 2D-3D mapping. Lightplane Renderer renders images from neural 3D fields, and Lightplane Splatter unprojects input images into 3D Hash stuctures. Both components work in a differentiable manner and significantly save memory usage. Contemporary 3D research, particularly in reconstruct...
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