Implicit neural visual representation compression of 3D scenes

Gun Bang; Jihoon Do; Jun Won Kang; Seong-Jun Bea; Hahyun Lee; Jinho Lee; Soowoong Kim

doi:10.1117/12.2669420

25 March 2023 Implicit neural visual representation compression of 3D scenes

Gun Bang, Jihoon Do, Jun Won Kang, Seong-Jun Bea, Hahyun Lee, Jinho Lee, Soowoong Kim

Proceedings Volume 12592, International Workshop on Advanced Imaging Technology (IWAIT) 2023; 125921A (2023) https://doi.org/10.1117/12.2669420
Event: International Workshop on Advanced Imaging Technology (IWAIT) 2023, 2023, Jeju, Korea, Republic of

Abstract

This paper provides insight into the 3D scene compression represented by a neural implicit function. The goal of this paper is to introduce the aspects of implicit neural representation for 3D scenes such as NeRF (Neural Radiance Field) and propose a novel compression method for Neural Implicit representation for 3D scenes. We also provide the analysis of compression performance of 3D scene representation by using Neural implicit function.

Citation Download Citation

Gun Bang, Jihoon Do, Jun Won Kang, Seong-Jun Bea, Hahyun Lee, Jinho Lee, and Soowoong Kim "Implicit neural visual representation compression of 3D scenes", Proc. SPIE 12592, International Workshop on Advanced Imaging Technology (IWAIT) 2023, 125921A (25 March 2023); https://doi.org/10.1117/12.2669420

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KEYWORDS

3D modeling

Visualization

3D acquisition

Visual compression

3D image processing

Video

Performance modeling

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