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- Rasmuson, Sverker, 1986, et al.
(författare)
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PERF: Performant, Explicit Radiance Fields
- 2022
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Ingår i: Frontiers in Computer Science. - : Frontiers Media SA. - 2624-9898. ; 4
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Tidskriftsartikel (refereegranskat)abstract
- We present a novel way of approaching image-based 3D reconstruction based on radiance fields. The problem of volumetric reconstruction is formulated as a non-linear least-squares problem and solved explicitly without the use of neural networks. This enables the use of solvers with a higher rate of convergence than what is typically used for neural networks, and fewer iterations are required until convergence. The volume is represented using a grid of voxels, with the scene surrounded by a hierarchy of environment maps. This makes it possible to get clean reconstructions of 360° scenes where the foreground and background is separated. A number of synthetic and real scenes from well-known benchmark-suites are successfully reconstructed with quality on par with state-of-the-art methods, but at significantly reduced reconstruction times.
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