Reconstructing urban scene 3D using VisualSfM
Keywords:Modellazione da immagini, Ricostruzione 3D, Scena urbana, Image-based modeling, 3D reconstruction, Urban Scene
New computer vision techniques use photo dataset to rapidly build detailed 3D models. Computer- vision researchers have explored many approaches to city-scale 3D reconstruc on. Among these systems stands out VisualSfM developed by the University of Washington & Google Inc. It is a open source GUI applica on of a Structure from Mo on (SfM) so! ware that uses a feature extractor called Si! GPU and the Mul core Bundle Adjustment. In addi on it embeds the CMVS/ PMVS2 able to reconstruct dense 3D point cloud. Our goal is to demonstrate the metric accuracy of VisualSfM+CMVS/PMVS2 and that to get run it, you can use an unstructured photo dataset but the result improves if you use a structured photo dataset. The approach has been tested on several large datasets with structured images.
Agarwal, Saran, Furukawa, Yasutaka, Snavely, Noah, Curless, Brian, Seitz, Steve, Szeliski, Richard, (2010), Reconstructing Rome, in Computer, 43 (6), pp. 40-47.
Bandiera, Adriana, Beraldin, Jean Angelo, Gaiani, Marco (2011), Nascita ed utilizzo delle tecniche digitali di 3D imaging, modellazione e visualizzazione per l’architettura e i beni culturali, in Ikhnos, Siracusa, Lombardi editore, pp. 81-134.
Dellepiane, Matteo, Dell’Unto, Nicolò, Callieri, Marco, Lindgren, Stefan, Scopigno, Roberto (2013), Archaeological excavation monitoring using dense stereo matching techniques, in JOURNAL OF CULTURAL HERITAGE, 14(3), pp. 201-210.
Furukawa, Yasutaka, Ponce, Jean, (2010), Accurate, Dense, and Robust Multi-View Stereopsis, in IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), vol. 32, n. 8, pp. 1362-1376.
Furukawa, Yasutaka, Curless, Brian, Seitz, Steve, Szeliski, Richard, (2010), Towards Internet-scale Multi-view Stereo, in IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR).
Galizia, Mariateresa, (2012), Il disegno delle torri medievali di Enna nel paesaggio urbano tra passato e presente, Giuseppe Maimone Editore, Catania.
Galizia, Mariateresa, Santagati, Cettina, (2012), Low-cost image based modeling techniques for archaeological heritage digitalization: more than just a good tool for 3D visualization?, Proceedings of ARQUEOLÓGICA 2.0, Seville, Spain.
Kersten, Thomas, Stallmann, Dirk, (2012), Automatic texture mapping of architectural and archaeological 3d models, in The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XXXIX-B5, pp. 273-278.
Kersten, Thomas, Lindstaedt, Maren, (2012), Image-Based Low- Cost Systems For Automatic 3d Recording And Modelling Of Archaeological Finds And Objects, in EuroMed 2012, Progress In Cultural Heritage Preservation, LNCS 7616, Springer-Verlag Berlin Heidelberg, pp 1-10.
Lo Brutto, Mauro, Meli, Paola, (2012), Computer vision tools for 3d modelling in archaeology, in International Journal of Heritage in the Digital Era, Volume 1, Supplement, pp. 1-6.
Nguyen, Hoai-Minh, Wunsche, Burkhard, Delmas, Patrice, Lutteroth, Christof, (2012), 3D Models from the Black Box: Investigating the Current State of Image-Based Modeling, in Proceedings of the 20th International Conference on Computer Graphics, Visualization and Computer Vision, WSCG, Pilsen, Czech Republic.
Manferdini, Anna Maria, Galassi, Mark, (2013), Assessments for 3d reconstructions of cultural heritage using digital technologies, in The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XL-5/W1, pp. 167-174.
Pierrot-Deseilligny, Marc, De Luca, Livio, Remondino, Fabio, (2011), Automated image-based procedures for accurate artifacts 3D modeling and orthoimage generation, Proc. CIPA.
Remondino, Fabio, Del Pizzo, Silvio, Kersten, Thomas, Troisi, Salvatore, (2012), Low-Cost and Open-Source Solutions for Automated Image Orientation–A Critical Overview in EuroMed 2012, Progress In Cultural Heritage Preservation, LNCS 7616, Springer-Verlag Berlin Heidelberg, pp. 40-54.
Restuccia, Franca, Galizia, Mariateresa, Santagati, Cettina, (2012), Urban and Architectural Design of the “Piazza del Governo” in Enna, Journal of Literature and Art Studies, vol 2 (6), pp. 606-621.
Rodriguez-Navarro, Pablo (2012), Automated Digital Photogrammetry versus the systems based on active 3D sensors. La Fotogrametría Digital Automatizada frente a los sistemas basados en sensores 3D activos, in EGA, 17(20), pp. 100-111
Santagati, Cettina, Inzerillo, Laura, (in press), 123D Catch: efficiency, accuracy, constraints and limitations in architectural heritage field, in International Journal of Heritage in Digital Era.
Snavely, Noah, Seitz, Steve, Szeliski, Richard, (2006), Photo tourism: Exploring photo collections in 3D, in ACM Transactions on Graphics (SIGGRAPH Proceedings), 25(3), pp. 835-846.
Snavely, Noah, Seitz, Steve, Szeliski, Richard, (2008), Modeling the World from Internet Photo Collections, in International Journal of Computer Vision, 80(2), pp. 189-
Vergauwen, Maarten, Van Gool, Luc, (2006), Web-based 3D Reconstruction Service, in Machine Vision and Applications, vol. 17, pp. 411–426.
Vu, Hoang, Keriven, Renaud, Labatut, Patrick, Pons, Jean-Philippe, (2009), Towards high-resolution large-scale multi-view stereo, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
Wu, Changchang, Agarwal, Sameer, Curless, Brian, Seitz, Steve, (2011), Multicore Bundle Adjustment, in IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR).
Wu, Changchang, (2012), SiftGPU: A GPU Implementation of Scale Invariant Feature Transform (SIFT) http://www.cs.unc.edu/~ccwu/siftgpu/ 10/04/2012.
Wu, Changchang, (2011), VisualSFM:A Visual Structure from Motion System http://homescs.washington.edu/~ccwu/vsfm/
How to Cite
Copyright (c) 2013 Laura Inzerillo, Cettina Santagati, Francesco Di Paola