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General Neural Gauge Fields. (arXiv:2305.03462v1 [cs.CV])
cs.CV updates on arXiv.org arxiv.org
The recent advance of neural fields, such as neural radiance fields, has
significantly pushed the boundary of scene representation learning. Aiming to
boost the computation efficiency and rendering quality of 3D scenes, a popular
line of research maps the 3D coordinate system to another measuring system,
e.g., 2D manifolds and hash tables, for modeling neural fields. The conversion
of coordinate systems can be typically dubbed as gauge transformation, which is
usually a pre-defined mapping function, e.g., orthogonal projection or spatial …
3d scenes advance arxiv boost computation efficiency fields general hash line maps modeling neural radiance fields popular quality rendering representation representation learning research tables