CNN-based hybrid-order texture segregation as early vision processing and its implementation on CNN-UM

IEEE Transactions on Circuits and Systems I: Regular Papers

Volumn 54, Issue 10, 2007, Pages 2277-2287

  Lin, Chin Teng ^a   Huang, Chao Hui ^a   Chen, Shi An ^a  

^a NATIONAL CHIAO TUNG UNIVERSITY   (Taiwan)

Author keywords

Cellular neural networks (CNNs); Early vision system; Gabor filter; Retinex model; Texture segregation

Indexed keywords

CELLULAR NEURAL NETWORKS; COMPUTER SIMULATION; EDGE DETECTION; REAL TIME SYSTEMS; TEXTURES; VISION;

BOUNDARY DETECTION TECHNIQUE; REAL-TIME PROCESSING; TEXTURE SEGREGATION;

IMAGE PROCESSING;

EID: 36349006594     PISSN: 10577122     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCSI.2007.905647     Document Type: Article

References (20)

1. P. Brodatz, Textures: A Photographic Album for Artists and Designers New York: Dover, 1966.
2. A. K. Jain and F. Farroklinia, "Unsupervised texture segmentation using Gabor filters," Pattern. Recogn., vol. 24, pp. 1167-1186, 1991.
3. I. Chen, "Visual and visuomotor processes," in Vision and Cognition Taipei, Taiwan, R.O.C,: Yuan-Liou, 1999, pp. 128-158.
4. D. H. Hubel and T. N. Wiesel, "Sequence regularity and geometry of orientation columns in themonkey striate cortex," J. Comput. Neurol. vol. 158, pp. 267-293, 1974.
5. J. K. Hawkins, "Picture processing and psychopictorics," in Textural Properties for Pattern Recognition, B. Lipkin and A. Rosenfeld, Eds. New York: Academic, 1969.
6. H. Tamura, S. Mori, and Y. Yamawaki, "Textural features corresponding to visual perception," IEEE Trans. Syst., Man, Cybern., vol. SMC-8, pp. 460-473, 1978.
7. J. Sklansky, "Image segmentation and feature extraction," IEEE Trans. Syst., Man, Cybern., vol. SMC-8, pp. 237-247, 1978.
8. A. C. Bovik, "Analysis of multichannel narrowband fiters for image texture segmentation," IEEE Trans. Signal Process., vol. 39, no. 12, pp. 2025-2043, Dec. 1990.
9. D. Dunn and W. E. Higgins, "Optimal Gabor filter for texture segmentation," IEEE Trans. Image Process., vol. 4, no. 7, pp. 947-964, Jul. 1995.
10. T. N. Tan, "Texture edge detection by modelling visual cortical channels," Pattern. Recogn., vol. 28, pp. 1283-1298, 1995.
11. L. O. Chua and L. Yang, "Cellular neural networks: Theory," IEEE Trans. Circuits Syst., vol. 35, no. 12, pp. 1257-1272, Dec. 1988.
12. L. O. Chua and T. Roska, "The CNN paradigm," IEEE Trans. Circuits Syst. II, Analog Digit. Signal Process., vol. 40, no. 2, pp. 147-156, Feb. 1993.
13. ALADDIN CNN Software Library (Templates and Algorithms). Budapest, Hungary: Analogic Computers Ltd., 2000.
14. D. Gabor, "Theory of communication," J. Inst. Elect. Eng., vol. 93, pp. 429-457, 1946.
15. B. E. Shi, "Gabor-type filtering in space and time with cellular neural networks," IEEE Trans. Circuits Syst. I, Fundam. Theory Appl., vol. 45, no. 2, pp. 121-132, Feb. 1998.
16. J. Daugman, "Uncertainty relation for resolution in space, spatial frequency, and orientation optimised by two-dimensional visual cortical filters," J. Opt. Soc. Amer., vol. 2, pp. 1160-1169, 1985.
17. I. Chen, Texture Perception: A Linear System Approach. Berkeley: University of California, 1994.
18. A. Treisman, "Features and objects in visual processing," Sci. Amer., vol. 254, pp. 114-125, 1986.
19. ALADDIN CNN Software Library for ACE4K Chip (Templates and Algorithms). Budapest, Hungary: Analogic Computers Ltd., 2000.
20. T. P. Weldon and W. E. Higgins, "Designing multiple Gabor filters for multi-texture image segmentation," Opt. Eng., vol. 35, pp. 2852-2863, 1996.