Automatic 3D object fracturing for evaluation of partial retrieval and object restoration tasks - Benchmark and application to 3D cultural heritage data

Robert Gregor, Danny Bauer, Ivan Sipiran, Panagiotis Perakis, Tobias Schreck

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

9 Citas (Scopus)

Resumen

Recently, 3D digitization and printing hardware have seen rapidly increasing adoption. High-quality digitization of real-world objects is becoming more and more efficient. In this context, growing amounts of data from the cultural heritage (CH) domain such as columns, tombstones or arches are being digitized and archived in 3D repositories. In many cases, these objects are not complete, but fragmented into several pieces and eroded over time. As manual restoration of fragmented objects is a tedious and error-prone process, recent work has addressed automatic reassembly and completion of fragmented 3D data sets. While a growing number of related techniques are being proposed by researchers, their evaluation currently is limited to smaller numbers of high-quality test fragment sets. We address this gap by contributing a methodology to automatically generate 3D fragment data based on synthetic fracturing of 3D input objects. Our methodology allows generating large-scale fragment test data sets from existing CH object models, complementing manual benchmark generation based on scanning of fragmented real objects. Besides being scalable, our approach also has the advantage to come with ground truth information (i.e. the input objects), which is often not available when scans of real fragments are used. We apply our approach to the Hampson collection of digitized pottery objects, creating and making available a first, larger restoration test data set that comes with ground truth. Furthermore, we illustrate the usefulness of our test data for evaluation of a recent 3D restoration method based on symmetry analysis and also outline how the applicability of 3D retrieval techniques could be evaluated with respect to 3D restoration tasks. Finally, we discuss first results of an ongoing extension of our methodology to include object erosion processes by means of a physiochemical model simulating weathering effects.

Idioma originalInglés
Título de la publicación alojadaEG 3DOR 2015 - Eurographics 2015 Workshop on 3D Object Retrieval
EditoresMichela Spagnuolo, Luc Van Gool, Ioannis Pratikakis, Theoharis Theoharis, Remco Veltkamp
EditorialEurographics Association
Páginas7-14
Número de páginas8
ISBN (versión digital)9783905674781
DOI
EstadoPublicada - 2015
Publicado de forma externa
Evento8th Eurographics Workshop on 3D Object Retrieval, 3DOR 2015 - Zurich, Suiza
Duración: 2 may. 20153 may. 2015

Serie de la publicación

NombreEurographics Workshop on 3D Object Retrieval, EG 3DOR
ISSN (versión impresa)1997-0463
ISSN (versión digital)1997-0471

Conferencia

Conferencia8th Eurographics Workshop on 3D Object Retrieval, 3DOR 2015
País/TerritorioSuiza
CiudadZurich
Período2/05/153/05/15

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