Research Article |
A Robust Image Mosaicing Technique Using Frequency Domain
Author(s): Sarabpreet Kaur and Jyoti Patel
Published In : International Journal of Electrical and Electronics Research (IJEER) Volume 6, Issue 1
Publisher : FOREX Publication
Published : 30 march 2018
e-ISSN : 2347-470X
Page(s) : 1-8
Abstract
Image mosaicing is the process of joining small images of the same scene which may be clicked at different times, with different cameras, or illumination variation and produce the image with bigger field of view. The leading contribution of the paper lies in the primary detection of features using SURF which completely works in the spatial domain. For image registration frequency based approach has been used. The proposed approach is global, has robustness to noise and is computationally efficient.
Keywords: SURF (Speeded-Up Robust Features)
, RANSAC (Random Sample Consensus Algorithm)
, FFT (Fast Fourier Transform)
, Phase Correlation
.
Sarabpreet Kaur*, Department of ECE, CGCTC, Jhanjeri (Mohali), India; Email: arabpreet.oberoi@gmail.com
Jyoti Patel, School of Electronics& Electrical Engg. LPU Jalandhar,, India; Email: jyotipatel.gweca@gmail.com
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[1] Ms.Parul M.Jain, Prof. Vijaya K.Shandliya, “A Review Paper on Various Approaches for Image Mosaicing,” International Journal of Computational Engineering Research, Vol. 03, Issue, 4.
-
[2] Jyoti Patel, Sarabpreet Kaur, “ Review on Harris, Sift and Surf techniques of image mosaicing” International journal of Electrical and Electronics Engineers”,Vol 9, Issue 1, 778-787, 2017.
-
[3] Debabrata Ghosh, Naima Kaabouch, “ A Survey on Image Mosaicing Techniques,” Journal of Visual Communication and Image Representation October 2015.
-
[4] R. Karthik, A. Annis Fathima, V. Vaidehi, “Panoramic View Creation using Invariant Moments and SURF Features,” International Conference on Recent Trends in Information Technology (ICRTIT) ,IEEE , 2013.
-
[5] L. Juan et. al., “A comparison of SIFT, PCA-SIFT, and SURF,” International Journal of Image Processing, vol. 3, pp.143-152, 2009.
-
[6] Mr. Venugopala Gowda D, Mrs. Padmajadevi G, “Image Stitching Using Speeded Up Robust Features,” International Journal on Recent and Innovation Trends in Computing and Communication Volume: 3 Issue: 6 ISSN: 2321-8169 3514 – 3519.
-
[7] Ms. Mital S. Patel, Dr. N. M. Patel, Dr. Mehfuza S. Holia, “Feature Based Multi-View Registration using SURF,” 2015 International Symposium on Advanced Computing and Communication (lSACC), 978-1- 4673-6708-0/15/$31.00 ©20 15 IEEE.
-
[8] Ms. Durga Patidar, Mr. Akshay Jain, “Automatic Image Mosaicing: An Approach Based on FFT,” International Journal of Scientific Engineering and Technology (ISSN:Applied) Volume No.1, Issue No.1 pg:01-04.
-
[9] Nan Geng, Dongjian He1, Yanshuang Song, “Camera Image Mosaicing Based on an Optimized SURF Algorithm,” TELKOMNIKA, Vol. 10, No.8, December 2012, pp. 2183~2193 e-ISSN: 2087-278X.
-
[10] Xinbei Bai, Xiaolin Ning, Longhua Wang, “Analysis and Comparison of Feature Detection and Matching Algorithms for Rovers Vision Navigation.”
-
[11] Kevin E. Loewke*, David B. Camarillo, Wibool Piyawattanametha, Michael J. Mandella, Christopher H. Contag, Sebastian Thrun and J. Kenneth Salisbury, “In Vivo Micro - Image Mosaicing,” IEEE Transactions on Biomedical Engineering, VOL. 58, NO. 1, JANUARY 2011.
-
[12] Lin Zeng, Shengping Zhang, Jun Zhang, Yunlu Zhang, “ Dynamic image mosaic via SIFT and dynamic programming,” Machine Vision and Applications” (2014) 25:1271– 1282 DOI 10.1007/s00138-013-0551-8.
-
[13] Maya Dawood, Cindy Cappelle, Maan E. El Najjar, Mohamad Khalil and Denis Pomorski, “ Harris, SIFT and SURF features comparison for vehicle localization based on virtual 3D model and camera,” 978-1-4673-2584- 4/12/$31.00©2012 IEEE.
-
[14] R. B. Inampudi, “Image mosaicing,” Proc. of International Conference on Geoscience and Remote Sensing Symposium, Seattle, pp.2363-2365, 1998.
-
[15] S. Peleg and J. Herman, “Panoramic mosaics by manifold projection,” Proc. of IEEE Computer Society conference on Computer Vision and Pattern Recognition, San Juan, pp.338-343, 1997.
-
[16] B. Rousso, S. Peleg, I. Finci and R. Acha, “Universal mosaicing using pipe projection,” Proc. of Sixth International Conference on Computer Vision, pp.945-950,1998.
-
[17] J. Wang and Y. Li, “Image mosaicing algorithm based on salient region and MVSC,” Proc. of International Conference on Multimedia and Signal Processing, pp. 207-211, 2011.
-
[18] Kee Baek Kim, Jong Soo Kim, Jong Soo Choi, “Fourier Based Image Registration for Sub-Pixel Using Pyramid Edge Detection and Line Fitting,” First International Conference on Intelligent Networks and Intelligent Systems.
-
[19] I. Zoghlami, O. Faugeras, and R. Deriche, “Using geometric corners to build a 2D mosaic from a set of images,” Proc. of the International Conference on Computer Vision and Pattern Recognition, Puerto Rico, pp.340-349, 1997.
-
[20] L. G. Brown, “A survey of image registration techniques,” ACM Computing Surveys, vol.24, pp.325-376, 1992.