Article Information  
Effective Compression of Center Symmetric Local Binary Pattern

Keywords: Dimensionality Reduction, Center Symmetric Local Binary Pattern, Q-CSLBP, Image Retrieval, Descriptor.

Mehran University Research Journal of Engineering & Technology

Volume 36 ,  Issue 2

JUNAID  BABER , MAHEEN BAKHTYAR   , IHSAN ULLAH   , MARIAM REHMAN   , MUHAMMAD KHALID   ,

References
1. Lowe, D.G., "Distinctive Image Features from Scale- Invariant Keypoints", International Journal of Computer Vision, Volume 60, pp. 91-110, 2004.
2. Bay, H., Ess, A., Tuytelaars, T., and Van Gool, L., "Speeded-Up Robust Features (SURF)", Computer Vision Image Understanding, Volume 110, No. 3, pp. 346-359, 2008.
3. Rublee, E., Rabaud, V., Konolige, K., and Bradski, G., "ORB: An Efficient Alternative to SIFT or SURF", International Conference on Computer Vision, November, 2011.
4. Mikolajczyk, K., and Schmid, C., "A Performance Evaluation of Local Descriptors", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 27, No. 10, pp. 1615-1630, October, 2005.
5. Heinly, J., Dunn, E., and Frahm, J.M., "Comparative Evaluation of Binary Features", European Conference on Computer Vision, Lecture Notes in Computer Science, pp. 759-773,2012.
6. Boiman, O., Shechtman, E., and Irani, M., "In Defense of Nearest-Neighbor Based Image Classification", Computer Vision and Pattern Recognition, 2008.
7. Snavely, N., Seitz, S.M., and Szeliski, R., "Skeletal Sets for Efficient Structure from Motion", Computer Vision and Pattern Recognition, 2008
8. Douze, M., Jegou, H., and Schmid, C., "An Image-Based Approach to Video Copy Detection with Spatio-Temporal Post-Filtering", IEEE Transactions on Multimedia, Volume 12, No. 4, pp. 257-266, June, 2010.
9. Heikkila, M., Pietikainen, M., and Schmid, C., "Description of Interest Regions with Local Binary Patterns", Pattern Recognition, Volume 42, pp. 425-436, 2009.
10. Ke, Y., and Sukthankar, R., "PCA-SIFT: A More Distinctive Representation for Local Image Descriptors", Computer Vision and Pattern Recognition, pp. 511-517, 2004.
11. Yamazaki, M., and Fels, S., "Local Image Descriptors Using Supervised Kernel ICA", IEICE Transactions on Information and Systems, pp. 1745-1751, 2009.
12. Calonder, M., Lepetit, V., Strecha, C., and Fua, P., "BRIEF: Binary Robust Independent Elementary Features", European Conference on Computer Vision, September, 2010.
13. Leutenegger, S., Chli, M., and Siegwart, R., "BRISK: Binary Robust Invariant Scalable Key points", International Conference on Computer Vision, 2011.
14. Ambai, M., and Yoshida, Y., "CARD: Compact and Real- Time Descriptors", International Conference on Computer Vision, 2011.
15. Indyk, P., and Motwani, R., "Approximate Nearest Neighbors: Towards Removing the Curse of Dimensionality", pp. 604-613, 1998.
16. Liu, X., He, J., and Lang, B., "Multiple Feature Kernel Hashing for Large-Scale Visual Search", Pattern Recognition, Volume 47, No. 2, pp. 748-757, 2014.
17. Wang, J., Kumar, S., and Chang, S.F., "Semi-Supervised Hashing for Large-Scale Search", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 34, No. 12, pp. 2393-2406, 2012.
18. Strecha, C., Bronstein, A., Bronstein, M., and Fua, P., "LDA Hash: Improved Matching with Smaller Descriptors", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 34, No. 1, pp. 66-78, 2012.
19. Philbin, J., Chum, O., Isard, M., Sivic, J., and Zisserman, A., "Object Retrieval with Large Vocabularies and Fast Spatial Matching", Computer Vision and Pattern Recognition, 2007
20. Ling, H., Cheng, H., Ma, Q., Zou, F., and Yan, W., "Efficient Image Copy Detection using Multiscale Fingerprints", IEEE Transactions on Multimedia, 2012.
21. Boiman, O., Shechtman, E., and Irani, M., "In Defense of Nearest-Neighbor Based Image Classification", Computer Vision and Pattern Recognition, 2008.
22. Zhou, W., Lu, Y., Li, H., and Tian, Q., "Scalar Quantization for Large Scale Image Search", ACM International Conference on Multimedia, pp. 169-178, 2012.
23. Baber., J., Dailey, M., Satoh, S., and Bakhtyar, M., "BIGOH: BInarization of Gradient Orientation Histograms", Image and Vision Computing, 2014
24. Baber, J., Satoh, S., Afuzulpurkar, N., and Bakhtyar, M., "Q-CSLBP: Compression of CSLBP Descriptor", LNCS Processing PCM, 2012.
25. Heikkil¨a, M., and Pietika¨inen, M., "A Texture-Based Method for Modeling the Background and Detecting Moving Objects", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 28, No. 4, pp. 657-662, 2006.
26. Ojala, T., Pietika¨inen, M., and Ma¨enpa¨a¨, T., "Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 24, No. 7, pp. 971-987 2002.
27. Xiaoyu, W., X., H.T., and Shuicheng, Y., "An HOG-LBP Human Detector with Partial Occlusion Handling", International Conference on Computer Vision, pp. 32-39, 2009
28. Ahonen, T., Hadid, A., and Pietika¨inen, M., "Face Description with Local Binary Patterns: Application to Face Recognition", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 28, No. 12, pp. 2037-2041, 2006
29. Pietik¨ainen, M., Nurmela, T., M¨aenp¨aa, T., and Turtinen, M., "View-Based Recognition of Real-World Textures", Pattern Recognition, Volume 37, No. 2, pp. 313-323, 2004.
30. Rosten, E., and Drummond, T., "Machine Learning for High-Speed Corner Detection", European Conference on Computer Vision, Lecture Notes in Computer Science, pp. 430-443, 2006.
31. Tola, E., Lepetit, V., and Fua, P., "DAISY: An Efficient Dense Descriptor Applied to Wide-Baseline Stereo", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 32, No. 5, pp. 815-830, 2005.
32. Ta, D.N., Chen, W.C., Gelfand, N., and Pulli, K., "SURFTrac: Efficient Tracking and Continuous Object Recognition Using Local Feature Descriptors", Computer Vision and Pattern Recognition, 2009
33. Baber, J., Afzulpurkar, N., Dailey, M., and Bakhtyar, M., "Shot Boundary Detection from Videos Using Entropy and Local Descriptor", International Conference on Digital Signal Processing, 2011.
34. Baber, J., Afzulpurkar, N., and Satoh, S., "A Framework for Video Segmentation Using Global and Local Features", International Journal of Pattern Recognition and Artificial Intelligence, Volume 27, No. 5, 2013.
35. Baber, J., Afzulpurkar, N., and Bakhtyar, M., "Video Segmentation into Scenes Using Entropy and SURF", International Conference on Emerging Technologies, pp. 1-6, 2011.
36. Liu, W., Wang, J., Ji, R., Jiang, Y.G., and Chang, S.F., "Supervised Hashing with Kernels", Computer Vision and Pattern Recognition, pp. 2074-2081 37. Weiss, Y., Torralba, A., and Fergus, R., Spectral hashing, NIPS, 2008
37. Trzcinski, T., and Lepetit, V., "Efficient Discriminative Projections for Compact Binary Descriptors", European Conference on Computer Vision, 2012.
38. Sivic, J., and Zisserman, A., "Video Google: A Text Retrieval Approach to Object Matching in Videos", International Conference on Computer Vision, 2003.
39. Nister, D., and Stewenius, H., "Scalable Recognition with a Vocabulary Tree", Computer Vision and Pattern Recognition, Volume 2, pp. 2161-2168, 2006.
40. J´egou, H., Douze, M., and Schmid, C., "Product Quantization for Nearest Neighbor Search", IEEE Transactions on Pattern Analysis & Machine Intelligence, Volume 33, No. 1, pp. 117-128, 2011
41. Zhou, W., Lu, Y., Li, H., Song, Y., and Tian, Q., "Spatial Coding for Large Scale Partial Duplicate Web Image Search", International Conference on Multimedia, 2010.
42. Haralick, R.M., Shanmugam, K., and Dinstein, I., "Textural Features for Image Classification", IEEE Transactions on Systems, Man and Cybernetics, 1973.
43. Calonder, M., Lepetit, V., Strecha, C., and Fua, P., "BRIEF: Binary Robust Independent Elementary Features", European Conference on Computer Vision, pp. 778-792, 2010.
44. Mikolajczyk, K., and Schmid, C., "Scale and Affine Invariant Interest Point Detectors", International Journal of Computer Vision, Volume 60, pp. 63-86, 2004.
   


© 1982-2017 Mehran University Research Journal Of Engineering & Technology, Jamshoro, 76062, Sindh, Pakistan. All Rights Reserved.