ABSTRACT
We address the problem of recovering reliable sizes for a collection of models defined using scales with unknown correspondence to physical units. Our algorithmic approach provides absolute size estimates for 3D models by combining category-based size priors and size observations from 3D scenes. Our approach handles un-observed 3D models without any user intervention. It also scales to large public 3D model databases and is appropriate for handling the open-world problem of rapidly expanding collections of 3D models. We use two datasets from online 3D model repositories to evaluate against both human judgments of size and ground truth physical sizes of 3D models, and find that an algorithmic approach can predict sizes more accurately than people.
- Barnes, M., and Levy Finch, E. 2008. Collada: Digital asset schema release 1.5.0 specification. Khronos Group, SCEI.Google Scholar
- Davidov, D., and Rappoport, A. 2010. Extraction and approximation of numerical attributes from the web. In In Proc. of 48th ACL, ACL. Google ScholarDigital Library
- Dempster, A., Laird, N., and Rubin, D. 1977. Maximum likelihood from incomplete data via the EM algorithm. JRSS.Google Scholar
- Fisher, M., and Hanrahan, P. 2010. Context-based search for 3D models. ACM TOG. Google ScholarDigital Library
- Fisher, M., Ritchie, D., Savva, M., Funkhouser, T., and Hanrahan, P. 2012. Example-based synthesis of 3D object arrangements. ACM TOG. Google ScholarDigital Library
- Fredebon, J. 1992. The role of instructions and familiar size in absolute judgments of size and distance. Attention, Perception, & Psychophysics.Google Scholar
- Fritz, M., Saenko, K., and Darrell, T. 2010. Size matters: Metric visual search constraints from monocular metadata. NIPS.Google Scholar
- Goldfeder, C., and Allen, P. 2008. Autotagging to improve text search for 3D models. In 8th ACM/IEEE-CS conference on DL, ACM. Google ScholarDigital Library
- Hoiem, D., Efros, A. A., and Hebert, M. 2006. Putting objects in perspective. In CVPR, vol. 2, IEEE, 2137--2144. Google ScholarDigital Library
- Kraevoy, V., Sheffer, A., Shamir, A., and Cohen-Or, D. 2008. Non-homogeneous resizing of complex models. In TOG, ACM. Google ScholarDigital Library
- Lalonde, J.-F., Hoiem, D., Efros, A. A., Rother, C., Winn, J., and Criminisi, A. 2007. Photo clip art. In TOG, vol. 26, ACM, 3. Google ScholarDigital Library
- Manning, C. D., Raghavan, P., and Schütze, H. 2008. Introduction to information retrieval, vol. 1. Cambridge University Press Cambridge. Google ScholarDigital Library
- Miller, G. 1995. WordNet: a lexical database for english. CACM. Google ScholarDigital Library
- Min, P., Kazhdan, M., and Funkhouser, T. 2004. A comparison of text and shape matching for retrieval of online 3D models. Research and Advanced Technology for Digital Libraries.Google Scholar
- Novotni, M., and Klein, R. 2003. 3D zernike descriptors for content based shape retrieval. In 8th ACM symposium on solid modeling and applications, ACM. Google ScholarDigital Library
- Russell, B., and Torralba, A. 2009. Building a database of 3D scenes from user annotations. In CVPR 2009, IEEE.Google Scholar
- Salton, G., and Buckley, C. 1988. Term-weighting approaches in automatic text retrieval. Information processing & management. Google ScholarDigital Library
- Satkin, S., Lin, J., and Hebert, M. 2012. Data-driven scene understanding from 3D models. BMVC.Google Scholar
- Shao, T., Xu, W., Zhou, K., Wang, J., Li, D., and Guo, B. 2012. An interactive approach to semantic modeling of indoor scenes with an RGBD camera. ACM TOG. Google ScholarDigital Library
- Shen, Y.-T., Chen, D.-Y., Tian, X.-P., and Ouhyoung, M. 2003. 3D model search engine based on lightfield descriptors. Eurographics Interactive Demos.Google Scholar
- Tangelder, J. W., and Veltkamp, R. C. 2008. A survey of content based 3D shape retrieval methods. Multimedia tools and applications. Google ScholarDigital Library
- Toutanova, K., Klein, D., Manning, C., and Singer, Y. 2003. Feature-rich part-of-speech tagging with a cyclic dependency network. NAACL. Google ScholarDigital Library
- Wang, K., and Zhang, C. 2009. Content-aware model resizing based on surface deformation. Computers & Graphics. Google ScholarDigital Library
- Wohlkinger, W., Aldoma, A., Rusu, R., and Vincze, M. 2012. 3DNet: Large-scale object class recognition from CAD models. ICRA.Google Scholar
- Zia, M., Stark, M., Schiele, B., and Schindler, K. 2011. Revisiting 3D geometric models for accurate object shape and pose. ICCV.Google Scholar
Index Terms
- On being the right scale: sizing large collections of 3D models
Recommendations
Stochastic modelling and analysis of degradation for highly reliable products
Degradation models have become an important analytic tool for complex systems. During the last two decades, a number of degradation models have been developed to capture the degradation dynamics of a system and aid the subsequent decision-makings. This ...
Multiscale modeling of blood flow to assess neurological complications in patients supported by venoarterial extracorporeal membrane oxygenation
AbstractComputational blood flow models in large arteries elucidate valuable relationships between cardiovascular diseases and hemodynamics, leading to improvements in treatment planning and clinical decision making. One such application with ...
Comments