Polar fusion technique analysis for evaluating the performances of image fusion of thermal and visual images for human face recognition

IEEE SSCI 2011 - Symposium Series on Computational Intelligence - CIBIM 2011: 2011 IEEE Workshop on Computational Intelligence in Biometrics and Identity Management

Volumn , Issue , 2011, Pages 62-69

  Bhowmik, Mrinal Kanti ^a   Bhattacharjee, Debotosh ^b   Kumar Basu, Dipak ^b   Nasipuri, Mita ^b  

^a TRIPURA UNIVERSITY   (India)

^b JADAVPUR UNIVERSITY   (India)

Author keywords

classes; face recognition; multilayer perceptron neural network; polar fusion; principal component analysis; thermal face images

Indexed keywords

CLASSES; FACE IMAGES; MULTILAYER PERCEPTRON NEURAL NETWORK; POLAR FUSION; PRINCIPAL COMPONENTS;

BIOMETRICS; COMPUTER GRAPHICS; EXPERIMENTS; IMAGE FUSION; MULTILAYERS; NEURAL NETWORKS; PRINCIPAL COMPONENT ANALYSIS; ROTATION; THERMAL LOGGING;

FACE RECOGNITION;

EID: 79961206701     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CIBIM.2011.5949220     Document Type: Conference Paper

References (32)

1. P. Buddharaju, I. Pavlidis, and I. Kakadiaris, "Face recognition in the thermal infrared spectrum", Proc. of IEEE Workshop on Computer Vision and Pattern Recognition Workshop (CVPRW '04), May 27 - Jun. 02, 2004.
2. I. Pavlidis, P. Buddharaju, C. Manohar, and P. Tsiamyrtzis, "Biometrics: face recognition in thermal infrared", Biomedical Engineering Handbook, 3rd Edition, CRC Press, pp. 1-15, Nov. 2006.
3. J. B. Dowdall, I. Pavlidis, and G. Bebis, "Face detection in the near-IR spectrum", Image and Vision Computing, vol. 21, issue 7, pp. 565-578, Jul. 01, 2003.
4. Z. Liu and C. Liu, "A hybrid color and frequency features method for face recognition", IEEE Trans. Image Processing, vol. 17, no. 10, pp. 1975-1980, Oct. 2008, doi: 10.1109/TIP.2008.2002837.
5. R. Basri and D. W. Jacobs, "Lambertian Reflectance and Linear Subspaces", IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 25, no. 2, pp. 218-233, Feb. 2003, doi:10.1109/TPAMI.2003.1177153.
6. C. K. Hsieh and Y. C. Chen, "Kernel-based pose invariant face recognition", Proc. IEEE Int. Conf. Multimedia and Expo, pp. 987 - 990, Jul. 2007, doi: 10.1109/ICME.2007.4284818.
7. A. B. Ashraf, S. Lucey, and T. Chen, "Learning patch correspondences for improved viewpoint invariant face recognition", Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR '08), pp.1-8, Jun. 2008, doi: 10.1109/CVPR.2008.4587754.
8. Y. Gizatdinova and V. Surakka, "Feature-based detection of facial landmarks from neutral and expressive facial images", IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 28, no. 1, pp. 135-139, Jan. 2006, doi: 10.1109/TPAMI.2006.10. (Pubitemid 46395310)
9. S. Kawato and J. Ohya, "Two-step approach for real-time eye tracking with a new filtering technique," Proc. IEEE Int. Conf. Systems, Man, and Cybernetics, pp. 1366 -1371, 2000. (Pubitemid 32069230)
10. I. Pavlidis and P. Symosek, "The imaging issue in an automatic face/disguise detection system", Proc. IEEE Workshop on Computer Vision Beyond the Visible Spectrum: Methods and Applications (CVBVS 2000), pp. 15, Jun. 2000, doi: 10.1109/CVBVS.2000.855246.
11. J. S. Park, Y. H. Oh, S. C. Ahn, and S. W. Lee, "Glasses removal from facial image using recursive error compensation", IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 27, no. 5, pp. 805-811, May 2005, doi: 10.1109/TPAMI.2005.103. (Pubitemid 40608412)
12. J. Heo, S. G. Kong, B. R. Abidi, and M. A. Abidi, "Fusion of visual and thermal signatures with eyeglass removal for robust face recognition", Proc. IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW'04), pp. 122, 2004, doi: 10.1109/CVPR.2004.35.
13. B. H. Jeon, S. U. Lee, and K. M. Lee, "Rotation invariant face detection using a model-based clustering algorithm," Proc. IEEE Int. Conf. Multimedia and Expo (ICME 2000), vol. 2, pp. 1149-1152, 2000, doi: 10.1109/ICME.2000.871564.
14. Z. Yin and A. A. Malcolm, "Thermal and visual image processing and fusion", SIMTech Technical Report (AT/00/016/MVS), Machine Vision & Sensors Group, Automation Technology Division, Singapore, 2000.
15. B. Zitova and J. Flusser, "Image registration methods: a survey," Image and Vision Computing, vol. 21, no. 11, pp. 977-1000, Oct 2003, doi: 10.1016/S0262-8856(03)00137-9.
16. S. Zokai and G. Wolberg, "Image registration using log-polar mappings for recovery of large-scale similarity and projective transformations," IEEE Trans. Image Processing, vol. 14, no. 10, pp. 1422-1434, Oct. 2005. (Pubitemid 41623074)
17. R. Matungka, Y. F. Zheng, and R. L. Ewing, "2D invariant object recognition using log-polar transform," Proc. World Congress on Intelligent Control and Automation (WCICA '08), pp. 223-228, Jun 2008.
18. M. K. Bhowmik, D. Bhattacharjee, M. Nasipuri, D. K. Basu, and M. Kundu, "Classification of fused images using radial basis function neural network for human face recognition", Proc. The World congress on Nature and Biologically Inspired Computing (NaBIC '09), pp. 19-24, Dec. 9-11, 2009.
19. M. K. Bhowmik, D. Bhattacharjee, M. Nasipuri, D. K. Basu, and M. Kundu, "Image pixel fusion for human face recognition", International Journal of Recent Trends in Engineering, vol. 2, no. 2, pp. 258-262, Nov. 2009.
20. D. Hughes, "Sinking in a sea of pixels- the case for pixel fusion", Silicon Graphics Inc., 2006.
21. J. Heo, "Fusion of visual and thermal face recognition techniques: A comparative study", Master's Degree Thesis, The University of Tennessee, Knoxville, October 2003.
22. rd IEEE Conf. Industrial and Information Systems (ICIIS '08), pp. 118, Dec. 8-10, 2008.
23. M. K. Bhowmik, D. Bhattacharjee, M. Nasipuri, D. K. Basu, and M. Kundu, "Human face recognition using line features", Proc. National Seminar on Recent Advances on Information Technology (RAIT '09), pp. 385, Feb. 6-7, 2009.
24. M. K. Bhowmik, D. Bhattacharjee, M. Nasipuri, D. K. Basu, and M. Kundu, "Classification of log-polar-visual eigenfaces using multilayer perceptron", Proc. 2nd Int. Conf. on Soft computing (ICSC '08), pp. 107-123, Nov. 8-10, 2008.
25. M. K. Bhowmik, "Artificial neural network as a soft computing tool - A case study", Proc. National Seminar on Fuzzy Math. & its Application, pp. 31 - 46, Nov. 25-26, 2006.
26. M. K. Bhowmik, D. Bhattacharjee, and M. Nasipuri, "Topological change in artificial neural network for human face recognition", Proc. National Seminar on Recent Development in Mathematics and its Application, pp. 43 - 49, Nov. 14 - 15, 2008.
27. R. Kohavi, "A study of cross-validation and bootstrap for accuracy estimation and model selection", Proc. 14th Int. Joint Conf. on Artificial Intelligence, vol. 2, pp. 1137-1143, 1995.
28. D. Bhattacharjee, M. K. Bhowmik, M. Nasipuri, D. K. Basu, and M. Kundu, "Classification of fused face images using multilayer perceptron neural network", Proc. Int. Conf. on Rough sets, Fuzzy sets and Soft Computing, pp. 289 - 300, Nov. 5-7, 2009.
29. D. A. Socolinsky, and A. Selinger, "Thermal Face Recognition in an Operational Scenario", Proc. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, vol 2, pp. II-1012-1019, 2004.
30. Md. Hanif and U. Ali, "Optimized Visual and Thermal Image Fusion for Efficient Face Recognition".
31. S. Singh, A. Gyaourva, G. Bebis, and I. Pavlidis, "Infrared and Visible Image Fusion for Face Recognition", Proc. SPIE, vol. 5404, pp. 585-596, Aug.2004.
32. P. Buddharaju, I.T. Pavlidis, P. Tsiamyrtzis, and M. Bazakos "Physiology-Based Face Recognition in the Thermal Infrared Spectrum", IEEE trans. on Pattern Analysis and Machine Intelligence, vol. 29, no. 4, April 2007.