Difference between revisions of "Neural Fields for Scalable Scene Reconstruction"
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[[File:PDF-Icon.png |Left|50px|link=https://www.dropbox.com/s/99ql59hn2ngyb11/DCIO2021_S3-3_F.Berar.pdf?dl=0]] [https://www.dropbox.com/s/99ql59hn2ngyb11/DCIO2021_S3-3_F.Berar.pdf?dl=0 Conference Paper]. | [[File:PDF-Icon.png |Left|50px|link=https://www.dropbox.com/s/99ql59hn2ngyb11/DCIO2021_S3-3_F.Berar.pdf?dl=0]] [https://www.dropbox.com/s/99ql59hn2ngyb11/DCIO2021_S3-3_F.Berar.pdf?dl=0 Conference Paper]. | ||
Revision as of 19:57, 5 November 2022
Abstract
Neural fields are a new (and old!) approach to solving problems over spacetime via first-order optimization of a neural network. Over the past three years, combining neural fields with classic computer graphics approaches have allowed us to make significant advances in solving computer vision problems like scene reconstruction. I will present recent work that can reconstruct indoor scenes for photorealistic interactive exploration using new scalable hybrid neural field representations. This has applications where any real-world place needs to be digitized, especially for visualization purposes.
Presentation
Conference Slides
Keywords
AI, Architect, Creativity, Displacement, Intelligence, Human, Machine, Software, Utilitarianism, Value
Reference
DOI: https://doi.org/10.47330/DCIO.2022.AXBL8798
Bibliography
- Anderson, T.T., 2011. Complicating Heidegger and the Truth of Architecture. The Journal of Aesthetics and Art Criticism 69, 69–79.
- Arendt, H., 1998. The Human Condition, 2nd ed. The University of Chicago Press, Chicago.
- Beavers, A.F., 2002. Phenomenology and Artificial Intelligence. Metaphilosophy 33, 70–82.
- Berkowitz, R., 2018. The Singularity and the Human Condition. Philosophy Today; Charlottesville 62, 337–355.
