A Concept for Reconstructing Stucco Statues from historic Sketches using synthetic Data only

Fuente: arXiv
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Hauptverfasser: Pöllabauer, Thomas, Kühn, Julius
Format: Preprint
Veröffentlicht: 2024
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author Pöllabauer, Thomas
Kühn, Julius
author_facet Pöllabauer, Thomas
Kühn, Julius
contents In medieval times, stuccoworkers used a red color, called sinopia, to first create a sketch of the to-be-made statue on the wall. Today, many of these statues are destroyed, but using the original drawings, deriving from the red color also called sinopia, we can reconstruct how the final statue might have looked.We propose a fully-automated approach to reconstruct a point cloud and show preliminary results by generating a color-image, a depth-map, as well as surface normals requiring only a single sketch, and without requiring a collection of other, similar samples. Our proposed solution allows real-time reconstruction on-site, for instance, within an exhibition, or to generate a useful starting point for an expert, trying to manually reconstruct the statue, all while using only synthetic data for training.
format Preprint
id arxiv_https___arxiv_org_abs_2402_05593
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle A Concept for Reconstructing Stucco Statues from historic Sketches using synthetic Data only
Pöllabauer, Thomas
Kühn, Julius
Computer Vision and Pattern Recognition
Artificial Intelligence
In medieval times, stuccoworkers used a red color, called sinopia, to first create a sketch of the to-be-made statue on the wall. Today, many of these statues are destroyed, but using the original drawings, deriving from the red color also called sinopia, we can reconstruct how the final statue might have looked.We propose a fully-automated approach to reconstruct a point cloud and show preliminary results by generating a color-image, a depth-map, as well as surface normals requiring only a single sketch, and without requiring a collection of other, similar samples. Our proposed solution allows real-time reconstruction on-site, for instance, within an exhibition, or to generate a useful starting point for an expert, trying to manually reconstruct the statue, all while using only synthetic data for training.
title A Concept for Reconstructing Stucco Statues from historic Sketches using synthetic Data only
topic Computer Vision and Pattern Recognition
Artificial Intelligence
url https://arxiv.org/abs/2402.05593