IADIS International Journal on Computer Science and Information Systems

Published by IADIS (International Association for Development of the Information Society) • ISSN (Online): 1646-3692 • ISSN (Print): 1646-3692
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Point-based Similarity Estimation Between 2.5d Visual Hulls and 3d Objects

Konstantinos Moustakas. Electrical *
Computer Engineering Department *
University of Patras *
Rio-Patras Researcher *
Greece Researcher *
* Georgios Stavropoulos. Centre for Research and Technology Hellas - Informatics and Telematics Institute, 6th km Charilaou-Thermi Road P.O.Box 60361, 57001, Thermi-Thessaloniki, Greece. Dimitrios Tzovaras. Centre for Research and Technology Hellas - Informatics and Telematics Institute, 6th km Charilaou-Thermi Road P.O.Box 60361, 57001, Thermi-Thessaloniki, Greece. (Portugal)
* Georgios Stavropoulos. Centre for Research and Technology Hellas - Informatics and Telematics Institute, 6th km Charilaou-Thermi Road P.O.Box 60361, 57001, Thermi-Thessaloniki, Greece. Dimitrios Tzovaras. Centre for Research and Technology Hellas - Informatics and Telematics Institute, 6th km Charilaou-Thermi Road P.O.Box 60361, 57001, Thermi-Thessaloniki, Greece. (Portugal)
* Georgios Stavropoulos. Centre for Research and Technology Hellas - Informatics and Telematics Institute, 6th km Charilaou-Thermi Road P.O.Box 60361, 57001, Thermi-Thessaloniki, Greece. Dimitrios Tzovaras. Centre for Research and Technology Hellas - Informatics and Telematics Institute, 6th km Charilaou-Thermi Road P.O.Box 60361, 57001, Thermi-Thessaloniki, Greece. (Portugal)
* Georgios Stavropoulos. Centre for Research and Technology Hellas - Informatics and Telematics Institute, 6th km Charilaou-Thermi Road P.O.Box 60361, 57001, Thermi-Thessaloniki, Greece. Dimitrios Tzovaras. Centre for Research and Technology Hellas - Informatics and Telematics Institute, 6th km Charilaou-Thermi Road P.O.Box 60361, 57001, Thermi-Thessaloniki, Greece. (Portugal)
* Georgios Stavropoulos. Centre for Research and Technology Hellas - Informatics and Telematics Institute, 6th km Charilaou-Thermi Road P.O.Box 60361, 57001, Thermi-Thessaloniki, Greece. Dimitrios Tzovaras. Centre for Research and Technology Hellas - Informatics and Telematics Institute, 6th km Charilaou-Thermi Road P.O.Box 60361, 57001, Thermi-Thessaloniki, Greece. (Portugal)

Abstract

This paper presents a novel framework for point-bas ed similarity estimation between 3D objects and 2.5D visual hulls. Initially, the protrusion map is estim ated for both the visual hull that is generated by a range image and the 3D model that is followed by the extraction of the salient features that correspond to the highly protruding areas of the objects. Then, based on the concept that for a 3D object and a corresponding query range image, there should be a vi rtual camera with such intrinsic and extrinsic parameters that would generate an optimum range image, in terms of minimizing an error function that takes into account the visual hull and the salient features of the objects, when compared to other parameter sets or other target 3D models, matching is performed via estimating dissimilarity within the range image and salient feature space. Experimental results illustrate the efficiency of the proposed approach in benchmark datasets.

Keywords

Range image 3D object salient features.
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Funding: This research received academic dissemination support through ESCAP / JournalsHub publishing programs.
Conflicts of Interest: The authors declare no competing financial or institutional interests.
Peer Review: Double-blind peer reviewed by international subject specialists.
License: Creative Commons Attribution 4.0 International (CC BY 4.0).
How to Cite This Article
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Electrical, et al. (2012). Point-based Similarity Estimation Between 2.5d Visual Hulls and 3d Objects. IADIS International Journal on Computer Science and Information Systems, 7(1). https://doi.org/10.33965/ijcsis_2012_v7i1_03
Electrical, et al. "Point-based Similarity Estimation Between 2.5d Visual Hulls and 3d Objects." IADIS International Journal on Computer Science and Information Systems, vol. 7, no. 1, 2012. https://doi.org/10.33965/ijcsis_2012_v7i1_03
Electrical, et al. "Point-based Similarity Estimation Between 2.5d Visual Hulls and 3d Objects." IADIS International Journal on Computer Science and Information Systems 7, no. 1 (2012). https://doi.org/10.33965/ijcsis_2012_v7i1_03