Computer Aided Classification of Ceramics
Computer Aided Classification of Ceramics
Disciplines
History, Archaeology (20%); Computer Sciences (80%)
Keywords
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CERAMIC CLASSIFICATION,
REGISTRATION,
CERAMIC DOCUMENTATION,
SEGMENTATION,
MACHINE VISION,
ARCHIVE DATABASE
Usually a large amount of archaeological pottery is found at excavation sites. If one asks archaeologists what they use pottery for (or why excavated fragments of pottery are kept) they will probably reply "for dating evidence". Every fragment or pot holds the information about when, where, and for what it was made for. This fact places a heavy burden on excavators and primary processors or recorders of the material since the primary task of pottery research is comparison. This means that pottery must be grouped and recorded in a way that facilitates a comparison. In this study, a computer aided ceramics classification system will be developed, based on the experience made in a preceding project (Bildhafte Keramikerfassung, P9110-SPR) where the acquisition system was developed and tested. This proposal deals with the integration of the acquired data into a complete object description, which allows an objective classification due to shape features and object properties. The main technical goal of this project is to perform an automated classification and reconstruction of archaeological fragments by using the profile section of the oriented object and additional attributes (type of clay, dimensions, type of vessel and the site) belonging to the fragment. To automate this process, the profile has to be determined in the same way as in the manual documentation. In order to create the profile the 3-d information of the surface of the fragment has to determined. The result is a dense range image. Next, the profile has to be determined in the so-called orientation step. The term orientation describes the exact positioning of the fragment on the original vessel with the help of the axis of rotation. The thus generated profile is used to perform the reconstruction and retrieval of fragments of the same type. The profile is rotated by the original axis of rotation, thus measurements like volume can be estimated. Next a classification process tries to find different fragments belonging to the same vessel based on attributes stored in the archive database. After that, the profile of the fragment can be used to reconstruct the original (complete) vessel. This includes the possibility of reconstructing missing parts of the vessel and the search for possible matches of other fragments already stored in the archive with the one that is under consideration (part- assembly). The purpose of this project is the development of a technical tool that would help the archaeologist in the classification of ceramics. In this proposal a new approach to the classification will be introduced, based on already developed classification systems. Since classification is to be automated, algorithms for performing a classification that fulfil archaeological classification criteria have to be developed. From the archaeological point of view there are two major project aims: automated documentation and automated classification. The automated documentation of finds should bring about basic improvements in several areas. First of all it should result in documentation with a higher degree of objectivity. Drawings of the same vessel made by different draftsmen should not differ. In the preceding project the surface of fragments has already been achieved, now these preliminary results should be integrated into the automated documentation approach. Especially the automatic construction of profile sections and frontal views should be achieved. Whereas the results of the conventional acquisition by different archaeologists may differ, this system should serve the archaeologist as a powerful tool for reducing the amount of routine work and for getting an objective, reproducible acquisition of the material. Another aim of the proposed project (an automated classification of ceramic objects) should be combined with an automatic administration of finds (i.e. an archive database).
- Technische Universität Wien - 80%
- Universität Wien - 20%
- Verena Gassner, Universität Wien , associated research partner
Research Output
- 1221 Citations
- 14 Publications
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2011
Title Inspiral-Merger-Ringdown Waveforms for Black-Hole Binaries with Nonprecessing Spins DOI 10.1103/physrevlett.106.241101 Type Journal Article Author Ajith P Journal Physical Review Letters Pages 241101 Link Publication -
2011
Title Reliability of complete gravitational waveform models for compact binary coalescences DOI 10.1103/physrevd.84.064029 Type Journal Article Author Ohme F Journal Physical Review D Pages 064029 Link Publication -
2003
Title Virtual Reconstruction of Broken and Unbroken Pottery**This work was partly supported by the Austrian Science Foundation (FWF) under grant P13385-INF, the European Union under grant IST-1999-20273, the Austrian Federal Ministry of Education, Science DOI 10.1109/im.2003.1240265 Type Conference Proceeding Abstract Author Kampel M Pages 318-325 -
2003
Title Bounds on the complexity of neural-network models and comparison with linear methods DOI 10.1002/acs.746 Type Journal Article Author Hlavácková-Schindler K Journal International Journal of Adaptive Control and Signal Processing Pages 179-194 -
2002
Title Octree-Based Fusion of Shape from Silhouette and Shape from Structured Light**This work was partly supported by the Austrian Science Foundation (FWF) under grant P13385-INF, the European Union under grant IST-1999-20273 and the Austrian Federal Minis DOI 10.1109/tdpvt.2002.1024154 Type Conference Proceeding Abstract Author Kampel M Pages 754-757 -
2002
Title Combining Shape from Silhouette and Shape from Structured Light for Volume Estimation of Archaeological Vessels**This work was partly supported by the Austrian Science Foundation (FWF) under grant P13385-INF, the EU under grant IST-1999-20273, and th DOI 10.1109/icpr.2002.1044726 Type Conference Proceeding Abstract Author Sablatnig R Pages 364-367 -
2002
Title Automated Segmentation of Archaeological Profiles for Classification**This work was supponrd in part by the Austrian Science Foundation (FWF). p n t P13385-INF. the European Union. grant IST-1999.20273, and ihc Aurtnsn Federal Ministry of Education. DOI 10.1109/icpr.2002.1044588 Type Conference Proceeding Abstract Author Kampel M Pages 57-60 -
2001
Title 3D Modeling of Archaeological Vessels Using Shape from Silhouette**This work was partly supported by the Austrian Science Foundation (FWF) under grant P13385-INF. DOI 10.1109/im.2001.924395 Type Conference Proceeding Abstract Author Tosovic S Pages 51-58 -
2010
Title Length requirements for numerical-relativity waveforms DOI 10.1103/physrevd.82.124052 Type Journal Article Author Hannam M Journal Physical Review D Pages 124052 Link Publication -
2010
Title Simulations of black-hole binaries with unequal masses or nonprecessing spins: Accuracy, physical properties, and comparison with post-Newtonian results DOI 10.1103/physrevd.82.124008 Type Journal Article Author Hannam M Journal Physical Review D Pages 124008 Link Publication -
2010
Title Matching post-Newtonian and numerical relativity waveforms: Systematic errors and a new phenomenological model for nonprecessing black hole binaries DOI 10.1103/physrevd.82.064016 Type Journal Article Author SantamarÃa L Journal Physical Review D Pages 064016 Link Publication -
2003
Title An automated pottery archival and reconstruction system DOI 10.1002/vis.310 Type Journal Article Author Kampel M Journal The Journal of Visualization and Computer Animation Pages 111-120 -
2003
Title Next View Planning for a Combination of Passive and Active Acquisition Techniques**This work was partly supported by the Austrian Science Foundation (FWF) under grant P13385-INF, the European Union under grant IST-1999-20273 and the Austrian Federal DOI 10.1109/im.2003.1240233 Type Conference Proceeding Abstract Author Sablatnig R Pages 62-69 -
2003
Title Profile-based Pottery Reconstruction* *This work was partly supported by the Austrian Science Foundation (FWF) under grant P13385-INF, the European Union under grant IST-1999–20273, the Austrian Federal Ministry of Education, Science and Culture and DOI 10.1109/cvprw.2003.10007 Type Conference Proceeding Abstract Author Kampel M Pages 4-9