Color PCA eigenimages and their application to compression and watermarking

Image and Vision Computing

Volumn 26, Issue 7, 2008, Pages 878-890

  Abadpour, Arash ^a   Kasaei, Shohreh ^a  

^a SHARIF UNIVERSITY OF TECHNOLOGY   (Iran)

Author keywords

[No Author keywords available]

Indexed keywords

COLOR IMAGE PROCESSING; COMPUTATIONAL METHODS; EIGENVALUES AND EIGENFUNCTIONS; IMAGING TECHNIQUES; OPTICAL CORRELATION; VECTORS;

EIGENIMAGES; GRAY-SCALE IMAGES; REALIZATION;

DIGITAL WATERMARKING;

EID: 42449137411     PISSN: 02628856     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.imavis.2007.10.013     Document Type: Article

References (58)

1. Papamarkos N., Strouthopoulos C., and Andreadis I. Multithresholding of color and gray-level images through a neural network technique. Image and Vision Computing 18 (2000) 213-222
2. D. Tschumperle, PDE based regularization of multivalued images and applications, Ph.D. thesis, University of Nice, Sophia Antipolis (2002).
3. Cheng H., and Li J. Fuzzy homogeneity and scale-space approach to color image segmentation. Pattern Recognition 36 (2003) 1545-1562
4. Chaira T., and Ray A. Fuzzy approach for color region extraction. Pattern Recognition 24 (2003) 1943-1950
5. Lucchese L., and Mitra S. Colour segmentation based on separate anisotropic diffusion of chromatic and achromatic channels. Vision, Image, and Signal Processing 148 3 (2001) 141-150
6. Klinker G.J., Shafer S.A., and Kanade T. The measurement of highlights in color images. International Journal of Computer Vision 2 (1988) 7-32
7. Cheng S.-C., and Hsia S.-C. Fast algorithm's for color image processing by principal component analysis. Journal of Visual Communication and Image Representation 14 (2003) 184-203
8. Limb J., and Rubinstein C. Statistical dependence between components of a differentially quantized color signal. IEEE Transactions on Communications 20 (1971) 890-899
9. Carevic D., and Caelli T. Region-based coding of color images using Karhunen-Loeve transform. Graphical Models and Image Processing 59 1 (1997) 27-38
10. Masulli F., Massone A., and Schenone A. Fuzzy clustering methods for the segmentation of multimodal medical volumes (invited). In: Szczepaniak P., Lisboa P., Tsumoto S., and Kacprzyk J. (Eds). Fuzzy Systems in Medicine. Series Studies in Fuzziness and Soft Computing (2000), Springer Verlag, Heidelberg (Germany) 335-350
11. L. Lucchese, S. Mitra, Color image segmentation: A state-of-the-art survey (invited paper), Image Processing, Vision, and Pattern Recognition, Proc. of the Indian National Science Academy (INSA-A) 67, A, No. 2 (2001) pp. 207-221.
12. Chen T.Q., and Lu Y. Color image segmentation - an innovative approach. Pattern Recognition 35 (2002) 395-405
13. X. Dai, I. Maeda, Fuzzy-based segmentation of color natural images, in: IEEE ICSP'02, 2002, pp. 969-972.
14. Leung S.-H., Wang S.-L., and Lau W.-H. Lip image segmentation using fuzzy clustering incorporating an elliptic shape function. IEEE Transaction on Image Processing 13 1 (2004) 51-62
15. K.-K. Ma, J. Wang, Color distance histogram: a novel descriptor for color image segmentation, in: Seventh International Conference on Control, Automation, Robotics, and Vision (ICARCV'02), Singapore, 2002, pp. 1228-1232.
16. Klinker G.J., Shafer S.A., and Kanade T. A physical approach to color image understanding. International Journal of Computer Vision 4 (1990) 7-38
17. Nikolaev D.O., and Nikolayev P.O. Linear color segmentation and its implementation. Computer Vision and Image Understanding 94 (2004) 115-139
18. Turk M., and Pentland A. Eigenfaces for recognition. Journal of Cognitive Neuroscience 3 1 (1991) 71-86
19. Dharaa B.C., and Chanda B. Color image compression based on block truncation coding using pattern fitting principle. Pattern Recognition 40 (2007) 2408-2417
20. A. Abadpour, Color image processing using principal component analysis, Master's thesis, Sharif University of Technology, Mathematics Science Department, Tehran, Iran, 2005.
21. A. Abadpour, S. Kasaei, Performance analysis of three likelihood measures for color image processing, in: IPM Workshop on Computer Vision, Tehran, Iran, 2004.
22. Q. Ye, W. Gao, W. Zeng, Color image segmentation using density-based clustering, in: Proceedings of 2003 IEEE International Conference on Acoustic and Signal Processing, Hog Kong, 2003, pp. 401-404.
23. Samet H. Region representation: quadtrees from boundary codes. Communications of the ACM 21 (1980) 163-170
24. Faloutsos C., Jagadish H., and Manolopoulos Y. Analysis of the n-dimensional quadtree decomposition for arbitrary hyperrectangles. IEEE Transaction on Knowledge and Data Engineering 9 3 (1997) 373-383
25. M. Yazdi, A. Zaccarin, Interframe coding using deformable triangles of variable size, in: ICIP'97, 1997, pp. 456-459.
26. A. Abadpour, S. Kasaei, A new tree decomposition method for color images, in: 10th Annual CSI Computer Conference (CSICC2005), Tehran, Iran, 2005.
27. ITU-R Recommendation BT-601-5: Studio Encoding Parameters of Digital Television for Standard 4:3 and Widescreen 16:9 Aspect Ratios, www.itu.ch/, Geneva, 1994.
28. Benson K. Television Engineering Handbook (1992), Mc Graw-Hill, New York, London
29. Slater J. Modern Television System to HDTV and Beyond (1991), Pitman, London
30. Limb J.O., Rubinstein C., and Thompson J. Digital coding of color video signals - a review. IEEE Transaction of Communication 25 11 (1977) 1349-1385
31. Pratt W. Spatial transform coding of color images. IEEE Transaction on Communication Technology 19 6 (1971) 980-992
32. Fukuma S., Iwahashi M., and Kambayashi N. Lossless color coordinate transform for lossless color image coding (1998) 595-598
33. Clausen C., and Wechsler H. Color image compression using PCA and back propagation learning. Pattern Recognition 33 (2000) 1555-1560
34. M. Swanson, M. Kobayashi, A. Tewfik, Multimedia data-embedding and watermarking technologies, in: Proceedings of the IEEE, Vol. 86(6), 1998, pp. 1064-1087.
35. Kutter M., Jordan F., and Bossen F. Digital watermarking of color images using amplitude modulation. Electronic Imaging 7 2 (1998) 326-332
36. Yu P.-T., Tasi H.-H., and Lin J.-S. Digital watermarking based on neural networks for color images. Signal Processing 81 (2001) 663-671
37. Shahinfard E., and Kasaei S. Digital image watermarking using wavelet transform. Iranian Conference of Mechatronics Engineering (2003), ICME, Qazvin, Iran 363-370
38. Chou C.-H., and Wu T.-L. Embedding color watermarks in color images. EURASIP Journal on Applied Signal Processing 1 (2001) 327-332
39. Huang C.-S.C.P.S., Chang C.-P., and Tu T.-M. Robust spatial watermarking technique for colour images via direct saturation adjustment. IEE Proceedings Vision, Image & Signal Processing 152 5 (2005) 561-574
40. Aba dpour A., and Ka saei S. A new parametric linear adaptive color space and its PCA-based implementation. The 9th Annual CSI Computer Conference (2004), CSICC, Tehran, Iran 125-132
41. Abadpour A., and Kasaei S. A new principle component analysis based colorizing method. Proceedings of the 12th Iranian Conference on Electrical Engineering (ICEE2004) (2004), Mashad, Iran
42. A. Abadpour, S. Kasaei, A new PCA-based robust color image watermarking method, in: The Second IEEE Conference on Advancing Technology in the GCC: Challenges, and Solutions, Manama, Bahrain, 2004.
43. Abadpour A., and Kasaei S. Unsupervised fast and efficient color image copy protection. IEE Proceedings Communications 152 5 (2005) 605-616
44. Hotteling H. Analysis of a complex of statistical variables into principal components. Journal of Educational Psychology 24 (1933) 417-441
45. Abadpour A., and Kasaei S. An efficient PCA-based color transfer. Visual Communication & Image Representation 18 1 (2007) 15-34
46. Kasaei S., Dericher M., and Biashash B. A novel fingerprint image compression technique using wavelet packets and pyramid lattice vector quantization. IEEE Transactions on Image Processing 11 12 (2002) 1365-1378
47. S.T. Seifi, A. Qanavati, Digital color image archive, Qnavati@mehr.sharif.edu.
48. Katzenbeisser S., and Petitcolas A. Information Hiding Techniques for Steganography and Digital Watermarking (2000), Artech House Inc.
49. Y.-D. Yu, D.-S. Kang, D. Kim, Color image compression based on vector quantization using PCA and LEBD, in: IEEE IENCON'99, 1999, pp. 1259-1262.
50. Barni M., Bartolini F., and Piva A. Multichannel watermarking of color images. IEEE Transaction on Circuits and Systems for Video Technology 12 3 (2002) 142-156
51. Tsai P., Hu Y.-C., and Chang C.-C. A color image watermarking scheme based on color quantization. Signal Processing 84 (2004) 95-106
52. Ruanaidh J., Dowling W., and Boland F. Watermarking digital images for copyright protection. IEE Proceedings on Vision, Signal and Image Processing 143 4 (1996) 250-256
53. Nikoladis A., and Pitas I. Robust watermarking of facial images based on salient geometric pattern matching. IEEE Transaction on Multimedia 2 3 (2000) 172-184
54. Hsieh M.-S., Tseng D.-C., and Huang Y.-H. Hiding digital watermarks using multiresolution wavelet transform. IEEE Transaction on Industrial Electronics 48 5 (2001) 875-882
55. Kutter M., and Winkler S. A vision-based masking model for spread-spectrum image watermarking. IEEE Transaction on Image Processing 11 1 (2002) 16-25
56. Tang C.-W., and Hang H.-M. A feature-based robust digital image watermarking scheme. IEEE Transaction on Signal Processing 51 4 (2003) 950-959
57. Kang X., Huang J., Shi Y.Q., and Lin Y. A dwt-dft composite watermarking scheme robust to both affine transform and jpeg compression. IEEE Transactions on Circuits and Systems for Video Technology 13 8 (2003) 776-786
58. Shih-Hao, and Lin Y.-P. Wavelet tree quantization for copyright protection watermarking. IEEE Transactions on Image Processing 13 2 (2004) 154-165