Retrieving 3D CAD models using 2D images with optimized weights
| dc.contributor.author | Li, L. | |
| dc.contributor.author | Wang, H. | |
| dc.contributor.author | Chin, T. | |
| dc.contributor.author | Suter, D. | |
| dc.contributor.author | Zhang, S. | |
| dc.contributor.conference | International Congress on Image and Signal Processing (3rd : 2010 : Yantai, China) | |
| dc.date.issued | 2010 | |
| dc.description.abstract | An effective method for retrieving 3D models is to represent and discriminate them with their 2D images projected from multiple viewpoints. Such view-based methods conform more closely to human visual recognition for 3D model retrieval, since the human retina essentially captures 2D images. However, most of the existing view-based methods do not take into account that different views have different importance even though they belong to the same object. To address this problem, we propose a novel view-based method for 3D CAD model retrieval. First, the PHOG descriptor is employed to describe the 2D images projected from a model. Then, Lagrange multipliers, vector quantization and a Support Vector Machine (SVM) are used to adaptively assign an optimal weight to each projected image. The similarity between a 3D query model and a 3D object in database is determined by the likeness of their corresponding 2D images associated with optimal weights. The effectiveness of the proposed method is shown in the experimental part. | |
| dc.description.statementofresponsibility | Liang Li, Hanzi Wang, Tat-Jun Chin, David Suter, Shusheng Zhang | |
| dc.identifier.citation | Proceedings, 2010 3rd International Congress on Image and Signal Processing : CISP 2010, vol. 4 / Zheng-Hua Tan, Yi Wan, Tao Xiang & Yibin Song (eds.): pp. 1586-1589 | |
| dc.identifier.doi | 10.1109/CISP.2010.5646952 | |
| dc.identifier.isbn | 9781424465163 | |
| dc.identifier.orcid | Suter, D. [0000-0001-6306-3023] | |
| dc.identifier.uri | http://hdl.handle.net/2440/64726 | |
| dc.language.iso | en | |
| dc.publisher | IEEE | |
| dc.publisher.place | USA | |
| dc.rights | ©2010 IEEE | |
| dc.source.uri | https://doi.org/10.1109/cisp.2010.5646952 | |
| dc.subject | Content-based 3D model retrieval | |
| dc.subject | Lagrange mulitpliers | |
| dc.subject | PHOG | |
| dc.subject | SVM | |
| dc.subject | vector quantization | |
| dc.title | Retrieving 3D CAD models using 2D images with optimized weights | |
| dc.type | Conference paper | |
| pubs.publication-status | Published |