Extraction of Features Using M-Band Wavelet Packet Frame and Their Neuro-Fuzzy Evaluation for Multitexture Segmentation

IEEE Transactions on Pattern Analysis and Machine Intelligence

Volumn 25, Issue 12, 2003, Pages 1639-1644

  Acharyya, Mausumi ^a   De, Rajat K ^a   Kundu, Malay K ^a  

^a INDIAN STATISTICAL INSTITUTE   (India)

Author keywords

Feature selection; Fuzzy feature evaluation index; M band wavelet packet frames; Neural networks; Texture segmentation

Indexed keywords

ALGORITHMS; BANDWIDTH; FREQUENCIES; FUZZY SETS; IMAGE ANALYSIS; IMAGE QUALITY; IMAGE SEGMENTATION; NEURAL NETWORKS; NOTCH FILTERS; PARAMETER ESTIMATION; STATISTICAL METHODS; TREES (MATHEMATICS);

FEATURE SELECTION; TEXTURE SEGMENTATION;

FEATURE EXTRACTION;

EID: 0347380860     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2003.1251158     Document Type: Article

References (21)

1. Soft Computing for Image Processing, S.K. Pal, A. Ghosh, and M.K. Kundu, eds., Heidelberg: Physica Verlag, 2000.
2. M. Acharyya and M.K. Kundu, "An Adaptive Approach to Unsupervised Texture Segmentation Using M-Band Wavelet," Signal Processing, vol. 81, no. 7, pp. 1337-1356, 2001.
3. S. Mallat, "A Theory for Multiresolution Signal Decomposition: The Wavelet Representation," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 11, no. 7, pp. 674-693, July 1989.
4. M. Unser, "Texture Classification and Segmentation Using Wavelet Frames," IEEE Trans. Image Processing, vol. 4, no. 11, pp. 1549-1560, 1995.
5. T. Chang and C.C.J. Kuo, "Texture Analysis and Classification with Tree Structured Wavelet Transform," IEEE Trans. Image Processing, vol. 2, no. 4, pp. 42-44, 1993.
6. A. Laine and J. Fan, "Frame Representation for Texture Segmentation," IEEE Trans. Image Processing, vol. 5, no. 5, pp. 771-779, 1996.
7. A. Laine and J. Fan, "Texture Classification by Wavelet Packet Signatures," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 15, no. 11, pp. 1186-1190, Nov. 1993.
8. K. Etemad and R. Chellappa, "Separability Based Tree Structured Basis Selection for Texture Classification," Proc. First Int'l Conf. Image Processing, pp. 441-445, Nov. 1994.
9. P. Steffen, P.N. Heller, R.A. Gopinath, and C.S. Burrus, "Theory of Regular M-Band Wavelet Bases," IEEE Trans. Signal Processing, vol. 41, no. 12, pp. 3497-3510, 1993.
10. O. Alkin and H. Caglar, "Design of Efficient M-Band Coders with Linear Phase and Perfect Reconstruction Properties," IEEE Trans. Signal Processing, vol. 43, no. 7, pp. 1579-1590, 1995.
11. N. Saito and R.R. Coifman, "Local Discriminant Basis," Proc. SPIE 2303, Math. Imaging: Wavelet Applications in Signal and Image Processing, A.F. Laine and M.A. Unser, eds., pp. 2-14, July 1994.
12. K. Etemad and R. Chellapa, "Separability-Based Multiscale Basis Selection and Feature Extraction for Signal and Image Classification," IEEE Trans. Image Processing, vol. 7, no. 10, pp. 1453-1465, Oct. 1998.
13. M. Vetterelli and C. Herley, "Wavelets and Filter Banks: Theory and Design," IEEE Trans. Signal Processing, vol. 40, pp. 2207-2232, 1992.
14. M. Acharyya and M.K. Kundu, "Adaptive Basis Selection for Multitexture Segmentation by M-Band Wavelet Packet Frame," Proc. 2001 Int'l Conf. Image Processing, pp. 622-625, Oct. 2001.
15. J. Basak, R.K. De, and S.K. Pal, "Unsupervised Feature Selection Using Neuro-Fuzzy Approach," Pattern Recognition Letters, vol. 19, pp. 997-1006, 1998.
16. T. Randen and J.H. Husøy, "Filtering for Texture Classification: A Comparative Study," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 21, no. 4, pp. 291-310, Apr. 1999.
17. M.A. Ruzon, V.C. Gulick, R.L. Morris, and T.L. Roush, "Autonomous Scene Analysis of Digital Images for Mars Sample Return and Beyond," Proc. 30th Lunar and Planetary Science Conf., 1999.
18. MINERVA, http://www.project-minerva.ex.ac.uk. 2003.
19. S.K. Pal, A. Ghosh, and B. Uma Shankar, "Segmentation with Remotely Sensed Images with Fuzzy Thresholding, and Quantitative Evaluation," Int'l J. Remote Sensing, vol. 21, no. 11, pp. 2269-2300, 2000.
20. T. Randen and J.H. Husøy, "Multichannel Filtering for Image Texture Segmentation," Optical Eng., vol. 33, pp. 2617-2625, 1994.
21. A.C. Bovik, "Analysis of Multichannel Narrow-Band Filters for Image Texture Segmentation," IEEE Trans. Signal Processing, vol. 39, pp. 2025-2043, Sept. 1991.