Encoding and decoding local binary patterns for harsh face illumination normalization

Proceedings - International Conference on Image Processing, ICIP

Volumn 2015-December, Issue , 2015, Pages 3220-3224

  Juefei Xu, Felix ^a   Savvides, Marios ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

Illumination Normalization; LBP

Indexed keywords

EID: 84956665673     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2015.7351398     Document Type: Conference Paper

References (30)

1. M. Pietikainen, G. Zhao, A. Hadid, and T. Ahonen, Computer Vision Using Local Binary Patterns, Springer, 2011.
2. H. Han, S. Shan, X. Chen, S. Lao, and W. Gao, "Separability Oriented Preprocessing for Illuminationinsensitive Face Recognition, " in ECCV, 2012.
3. L. Chen, Y. Yang, C. Chen, and M. Cheng, "Illumination invariant feature extraction based on natural images statistics-taking face images as an example, " in CVPR, 2011.
4. T. Matsukawa, T. Okabe, and Y. Sato, "Illumination Normalization of Face Images with Cast Shadows, " in ICPR, Nov 2012.
5. X. Xie, W. S. Zheng, J. Lai, P. C. Yuen, and C. Y. Suen, "Normalization of Face Illumination Based on Large-and Small-Scale Features, " TIP, vol. 20, no. 7, pp. 1807-1821, july 2011.
6. H. Han, S. Shan, X. Chen, and W. Gao, "A comparative study on illumination preprocessing in face recognition, " Pattern Recognition, vol. 46, pp. 1691-1699, 2013.
7. X. Tan and B. Triggs, "Enhanced Local Texture Feature Sets for Face Recognition under Difficult Lighting Conditions, " TIP, vol. 19, no. 6, pp. 1635-1650, june 2010.
8. F. Juefei-Xu and M. Savvides, "Subspace Based Discrete Transform Encoded Local Binary Patterns Representations for Robust Periocular Matching on NIST's Face Recognition Grand Challenge, " TIP, vol. 23, no. 8, pp. 3490-3505, aug 2014.
9. F. Juefei-Xu and M. Savvides, "Image Matching Using Subspace-Based Discrete Transform Encoded Local Binary Patterns, " Sept. 2013, US Patent US 2014/0212044 A1.
10. F. Juefei-Xu and M. Savvides, "Weight-Optimal Local Binary Patterns, " in ECCVW, 2015, pp. 148-159.
11. F. Juefei-Xu, Khoa Luu, M. Savvides, T. D. Bui, and C. Y. Suen, "Investigating Age Invariant Face Recognition Based on Periocular Biometrics, " in IJCB, Oct 2011, pp. 1-7.
12. F. Juefei-Xu, M. Cha, J. L. Heyman, S. Venugopalan, R. Abiantun, and M. Savvides, "Robust Local Binary Pattern Feature Sets for Periocular Biometric Identification, " in BTAS, sep 2010, pp. 1-8.
13. F. Juefei-Xu and M. Savvides, "Unconstrained Periocular Biometric Acquisition and Recognition Using COTS PTZ Camera for Uncooperative and Non-cooperative Subjects, " in WACV, Jan 2012, pp. 201-208.
14. F. Juefei-Xu, M. Cha, M. Savvides, S. Bedros, and J. Trojanova, "Robust Periocular Biometric Recognition Using Multi-level Fusion of Various Local Feature Extraction Techniques, " in DSP, 2011.
15. F. Juefei-Xu and M. Savvides, "Can Your Eyebrows Tell Me Who You Are?, " in ICSPCS, Dec 2011, pp. 1-8.
16. F. Juefei-Xu and M. Savvides, "An Augmented Linear Discriminant Analysis Approach for Identifying Identical Twins with the Aid of Facial Asymmetry Features, " in CVPRW, June 2013, pp. 56-63.
17. M. Aharon, M. Elad, and A. Bruckstein, "K-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation, " TSP, vol. 54, no. 11, pp. 4311-4322, Nov 2006.
18. Z. Jiang, Z. Lin, and L. S. Davis, "Label Consistent KSVD: Learning a Discriminative Dictionary for Recognition, " TPAMI, vol. 35, no. 11, pp. 2651-2664, Nov 2013.
19. V. Struc and N. Pavesíc, "Performance Evaluation of Photometric Normalization Techniques for Illumination Invariant Face Recognition, " Advances in Face Image Analysis: Techniques and Technologies, 2010.
20. A. S. Georghiades, P. N. Belhumeur, and D. J. Kriegman, "From Few to Many: Illumination Cone Models for Face Recognition under Variable Lighting and Pose, " TPAMI, vol. 23, no. 6, pp. 643-660, jun 2001.
21. K. Lee, J. Ho, and D. J. Kriegman, "Acquiring Linear Subspaces for Face Recognition under Variable Lighting, " TPAMI, vol. 27, no. 5, pp. 684-698, may 2005.
22. F. Juefei-Xu and M. Savvides, "Single Face Image Super-Resolution via Solo Dictionary Learning, " in ICIP, Sept 2015.
23. F. Juefei-Xu, Dipan K. Pal, and M. Savvides, "Hallucinating the Full Face from the Periocular Region via DimensionallyWeighted K-SVD, " in CVPRW, June 2014.
24. F. Juefei-Xu, D. K. Pal, and M. Savvides, "NIR-VIS Heterogeneous Face Recognition via Cross-Spectral Joint Dictionary Learning and Reconstruction, " in CVPRW, June 2015.
25. F. Juefei-Xu and M. Savvides, "Pareto-optimal Discriminant Analysis, " in ICIP, Sept 2015.
26. N. Zehngut, F. Juefei-Xu, R. Bardia, D. K. Pal, C. Bhagavatula, and M. Savvides, "Investigating the Feasibility of Image-Based Nose Biometrics, " in ICIP, Sept 2015.
27. F. Juefei-Xu, D. K. Pal, K. Singh, and M. Savvides, "A Preliminary Investigation on the Sensitivity of COTS Face Recognition Systems to Forensic Analyst-style Face Processing for Occlusions, " in CVPRW, June 2015.
28. K. Seshadri, F. Juefei-Xu, D. K. Pal, and M. Savvides, "Driver Cell Phone Usage Detection on Strategic Highway Research Program (SHRP2) Face View Videos, " in CVPRW, June 2015.
29. F. Juefei-Xu and M. Savvides, "Facial Ethnic Appearance Synthesis, " in ECCVW, 2015, pp. 825-840.
30. F. Juefei-Xu and M. Savvides, "An Image Statistics Approach towards Efficient and Robust Refinement for Landmarks on Facial Boundary, " in BTAS, Sept 2013, pp. 1-8.