Differentiable Procedural Models for Single-view 3D Mesh Reconstruction
| dc.contributor.author | Garifullin, Albert | en_US |
| dc.contributor.author | Maiorov, Nikolay | en_US |
| dc.contributor.author | Frolov, Vladimir | en_US |
| dc.contributor.editor | Vangorp, Peter | en_US |
| dc.contributor.editor | Hunter, David | en_US |
| dc.date.accessioned | 2023-09-12T05:44:46Z | |
| dc.date.available | 2023-09-12T05:44:46Z | |
| dc.date.issued | 2023 | |
| dc.description.abstract | Most existing solutions for single-view 3D object reconstruction are based on deep learning with implicit or voxel representations of the scene and are unable to produce detailed and high-quality meshes and textures that can be directly used in practice. Differentiable rendering, on the other hand, is able to produce high-quality meshes but requires several images of an object. We propose a novel approach to single-view 3D reconstruction that uses procedural generator input parameters as a scene representation. Instead of estimating the vertex positions of the mesh directly, we estimate the input parameters of a procedural generator by minimizing the silhouette loss function between reference and rendered images. We use differentiable rendering and create partly differentiable procedural generators to use gradient-based optimization of the loss function. It allows us to create a highly detailed model from a single image taken in an uncontrolled environment. Moreover, the reconstructed model can be further modified in a convenient way by changing the estimated input parameters. | en_US |
| dc.description.sectionheaders | Shape Reconstruction | |
| dc.description.seriesinformation | Computer Graphics and Visual Computing (CGVC) | |
| dc.identifier.doi | 10.2312/cgvc.20231189 | |
| dc.identifier.isbn | 978-3-03868-231-8 | |
| dc.identifier.pages | 39-43 | |
| dc.identifier.pages | 5 pages | |
| dc.identifier.uri | https://doi.org/10.2312/cgvc.20231189 | |
| dc.identifier.uri | https://diglib.eg.org:443/handle/10.2312/cgvc20231189 | |
| dc.publisher | The Eurographics Association | en_US |
| dc.rights | Attribution 4.0 International License | |
| dc.rights.uri | https://creativecommons.org/licenses/by/4.0/ | |
| dc.subject | CCS Concepts: Computing methodologies -> Rendering; Shape modeling | |
| dc.subject | Computing methodologies | |
| dc.subject | Rendering | |
| dc.subject | Shape modeling | |
| dc.title | Differentiable Procedural Models for Single-view 3D Mesh Reconstruction | en_US |
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