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2026-03-07 14:41:05
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DyLiN: Making Light Field Networks Dynamic DyLiN: Making Light Field Networks Dynamic (CVPR 2023) Heng Yu 1 Joel Julin 1 Zoltán Á Milacski 1 Koichiro Niinuma 2 László A. Jeni 1 1 Carnegie Mellon University 2 Fujitsu Research of America Paper Code Abstract & Method Light Field Networks, the re-formulations of radiance fields to oriented rays, are magnitudes faster than their coordinate network counterparts, and provide higher fidelity with respect to representing 3D structures from 2D observations. They would be well suited for generic scene representation and manipulation, but suffer from one problem: they are limited to holistic and static scenes. In this paper, we propose the Dynamic Light Field Network (DyLiN) method that can handle non-rigid deformations, including topological changes. We learn a deformation f...
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