3D Model Reconstruction from Multi-views of 2D Images using Radon Transform
DOI:
https://doi.org/10.11113/jt.v74.4663Keywords:
3D reconstruction, multiple views, edge detection, image segmentation, Radon transformAbstract
This paper presents a simple computation method to reconstruct 3-dimensional (3D) model from a sequence of 2-dimensional (2D) images using a multiple-view camera setup. The 3D model is acquired by applying several images processing on few 2D images captured by digital camera with different angle of views. The setup for this study consisted of a digital camera mounted on a tripod stand focusing at a block of model object on a turntable with black floor and background. 36 different angles are used to capture the images where every view angle differs by ten degree (10°) with another view in a fixed sequence. The image processing applied on all 2D images to be reconstructed as 3D surface are image segmentation, Radon transform (RT), image filtering, morphological operation, edge detection, and boundary extraction. The results for 3D model reconstruction shows it is well reconstructed, with a smooth texture obtained using 3D mesh and Delaunay triangulation, while the shape is nearly identical to the original model while the remaining are distinguishable. Â
References
C. Yang, J. Chen, C. Xia, J. Liu and G. Su. 2013. A SFM-Based Sparse to Dense 3D Face Reconstruction Method Robust to Feature Tracking Errors, 20th IEEE International Conference on Image Processing (ICIP). 3617–3621.
C. Y. Ren, V. Prisacariu, D. Murray and I. Reid. 2013. STAR3D: Simultaneous Tracking and Reconstruction of 3D Objects Using RGB-D Data, IEEE International Conference on Computer Vision. 1561–1568.
N. Wongwaen, S. Tiendee and C. Sinthanayothin. 2007. Method of 3D Mesh Reconstruction from Point Cloud Using Elementary Vector and Geometry Analysis, 8th International Conference on Information Science and Digital Content Technology (ICIDT). 1: 156–159.
T. Duckworth and D. J. Roberts. 2011. Camera Image Synchronization in Multiple-Camera Real-Time 3D Reconstruction of Moving Humans. IEEE/ACM 15th International Symposium on Distributed Simulation of Real Time Application. 138–144.
C. Yang, F. Zhou and X. Bai. 2013. 3D Reconstruction through Measure Based Image Selection, 9th International Conference on Computer Intelligence Security. 377–381.
S. Motomura, T. Fukuchi, Y. Kanayama, H. Haba and Y. Watanabe. 2009. Three-Dimensional Tomographic Imaging by Semiconductor Compton Camera GREI for Multiple Molecular Simultaneous Imaging, IEEE Nuclear Science Symposium Conference Record (NSS/MIC). 3330–3332.
F. Mai and Y. S. Hung. 2012. Three-Dimensional Curve Reconstruction from Multiple Images. IET Computer Vision. 6(4): 273–284.
P.-H. Lee, J.-W. Huang and H.-Y. Lin. 2012. 3D model Reconstruction Based on Multiple View Image Capture. International Symposium on Intelligence Signal Processing and Communication System. 58–63.
I. Radwan, A. Dhall and R. Goecke. 2013. Monocular Image 3D Human Pose Estimation under Self-Occlusion, IEEE International Conference on Computer Vision. 1888–1895.
M. Paul, C. J. Evans, and M. Murshed. 2013. Disparity-Adjusted 3d Multi-View Video Coding with Dynamic Background Modelling 20th IEEE International Conference on Image Processing (ICIP). 1719–1723.
E. Alazawi, A. Aggoun, M. Abbod, M. R. Swash, O. A. Fatah and J. Fernandez. 2013. Scene Depth Extraction from Holoscopic Imaging Technology, 3DTV-Conference: The True Vision Capture, Transmission and Display of 3D Video (3DTV-CON). 1–4.
N. H. Mahmood, C. Omar and I. Ariffin. 2011. Surface Reconstruction Using Reference Model for Future Prosthetic Design. Jurnal Teknologi Special Edition. 54: 165–179.
M. S. Nixon and A. S. Aguado. 2008. Feature Extraction & Image Processing, Second Edition, Academic Press, United Kingdom. 183–185.
S. Chandra and I. Svalbe. 2009. A Fast Number Theoretic Finite Radon Transform, Digital Image Computing: Techniques and Applications (DICTA). 361–368.
V. Venkatraghavan, S. Rekha, J. Chatterjee and A. K. Ray. 2011. Modified Radon Transform for Texture Analysis, Annual IEEE of India Conference,. 2: 1–4.
B. Kaur and M. K. Majumder. 2012. Novel VLSI Architecture for Two-Dimensional Radon Transform computations, 1st International Conference on Recent Advances in Information Technology. 570–575.
N.H.Mahmood, C. Omar, and T. Tjahjadi. 2012. Multiview Reconstruction for Prosthetic Design. The International Arab Journal of Information Technology. 9(1): 49–55.
B. Kaur and A. Garg. 2011. Mathematical morphological edge detection for remote sensing images, 3rd International Conference on Electronics Computer Technology (ICECT). 5: 324–327.
W. Wang and H. Xu. 2011. Edge detection of SAR images based on edge localization with optical images, 3rd International Asia-Pasific Conference on Synthetic Aperture Radar (APSAR). 2–5.
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