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Title: | Content-based filtering for fast 3D reconstruction from unstructured web-based image data |
Other Titles: | Digital heritage. Progress in cultural heritage : documentation, preservation, and protection |
Authors: | Makantasis, Konstantinos Doulamis, Anastasios Doulamis, Nikolaos Ioannides, Marinos Matsatsinis, Nikolaos |
Keywords: | Content-based image retrieval Three-dimensional imaging -- Data processing Image analysis -- Mathematical models Image processing -- Digital techniques Cultural property |
Issue Date: | 2014 |
Publisher: | Springer |
Citation: | Makantasis, K., Doulamis, A., Doulamis, N., Ioannides, M., & Matsatsinis, N. (2014). Content-based filtering for fast 3D reconstruction from unstructured web-based image data. In M. Ioannides, N. Magnenat-Thalmann, E. Fink, R. Žarnić, AY. Yen, & E. Quak, (Eds.), Digital heritage. Progress in cultural heritage : documentation, preservation, and protection. EuroMed 2014. Lecture Notes in Computer Science, vol 8740 (pp. 91-101). Springer, Cham. |
Abstract: | The huge amount of visual collections provides a unique opportunity for cultural heritage e-documentation and 3D reconstruction. The main difficulty, however, is its unstructured nature. In this paper a new content-based image filtering is proposed to discard image outliers that either confuse or significantly delay the 3D reconstruction process. The presented approach exploits a densebased unsupervised paradigm applied on multi-dimensional manifolds where images are represented as image points. The multidimensional scaling algorithm is adopted to relate the space of the image distances with the space of Gram matrices to compute the image coordinates. Evaluation on a dataset of about 31,000 cultural heritage images being retrieved from internet collections with many outliers indicate the robustness and cost effectiveness of the proposed method towards an affordable 3D reconstruction. |
URI: | https://www.um.edu.mt/library/oar/handle/123456789/125110 |
Appears in Collections: | Scholarly Works - FacICTAI |
Files in This Item:
File | Description | Size | Format | |
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Content based filtering for fast 3D reconstruction from unstructured web based image data 2014.pdf Restricted Access | 3.57 MB | Adobe PDF | View/Open Request a copy |
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