The one-time learning hierarchical CMAC and the memory limited CA-CMAC for image data compression

Journal of the Chinese Institute of Engineers, Transactions of the Chinese Institute of Engineers,Series A/Chung-kuo Kung Ch'eng Hsuch K'an

Volumn 26, Issue 2, 2003, Pages 133-145

  Tao, Ted ^a   Lu, Hung Ching ^a   Hsu, Chau Yun ^a   Hung, Ta Hsiung ^a  

^a TATUNG UNIVERSITY   (Taiwan)

Author keywords

CA CMAC; CMAC; Compression and reconstruction; Image

Indexed keywords

ASSOCIATIVE STORAGE; DIGITAL COMPUTERS; IMAGE COMPRESSION; IMAGE ENHANCEMENT; IMAGE QUALITY; IMAGE RECONSTRUCTION; LEARNING SYSTEMS; STORAGE ALLOCATION (COMPUTER);

CREDIT ASSIGNED CEREBELLAR MODEL ARITHMETIC COMPUTER; IMAGE DATA COMPRESSION; ONE-TIME LEARNING HIERARCHICAL CEREBELLAR MODEL ARITHMETIC COMPUTER;

NEURAL NETWORKS;

EID: 0037349193     PISSN: 02533839     EISSN: 21587299     Source Type: Journal    
DOI: 10.1080/02533839.2003.9670764     Document Type: Article

References (21)

1. Albus, J.S., 1975a. “A New Approach to Manipulator Control:The Cerebellar Model Articulation Controller (CMAC),”. ASME Journal of Dynamic Systems, Measurement, and Control, 97 (3):220–227.
2. Albus, J.S., 1975b. “Data Storage in the Cerebellar Model Articulation Controller (CMAC),”. ASME Journal of Dynamic Systems, Measurement and Control, 97 (3):228–233.
3. Arerbuch, A., Lazar, D., and Israeli, M., 1996. “Image Compression Using Wavelet Transform and Multiresolution Decomposition,”. IEEE Transactions on Image Processing, 5 (1):4–15.
4. Chen, F.C., and Chang, C.H., 1996. “Practical Stability Issues in CMAC Neural Network Control Systems,”. IEEE Transactions on Control Systems Technology, 4 (1):86–91.
5. Chiang, C.T., and Lin, C.S., 1996. “CMAC with General Basis Functions,”. Neural Networks, 9 (7):1199–1211.
6. Cierniak, R., and Rutkowski, L., 2000. “On Image Compression by Competitive Neural Networks And Optimal Linear Predictors,”. Signal Processing:Image Communication, 15:559–565.
7. Gonzalez-Serrano, F.J., Figueiras-Vidal, A.R., and Artes-Rodriguez, A., 1998. “Generalizing CMAC Architecture And Training,”. IEEE Transactions on Neural networks, 9 (6):1509–1514.
8. Hong, C.M., Lin, C.H., and Tao, T., 1997. “Grey Cerebellar Model Articulation Controller,”. The Journal of Grey System, 9 (3):199–218.
9. Iiguni, Y., 1996. “Hierarchical Image Coding via Cerebellar Model Arithmetic Computers,”. IEEE Transactions on Image processing, 5 (10):1393–1401.
10. Jain, A.K., 1976. “A Fast Karhumen Loeve Transform for a Class of Random Processes,”. IEEE Transactions on Communication, 24:1023–1029.
11. Lin, C.S., and Chiang, C.T., 1997. “Learning Convergence of CMAC,”. IEEE Transactions on Neural Networks, 8 (6):1281–1292.
12. Lin, C.S., and Chiang, C.T., 1998. “Integration of CMAC Technique and Weighted Regression for Efficient Learning and Output Differentiability,”. IEEE Transactions on System, Man, and Cybernetics-Part B:Cybernetics, 28 (2):231–237.
13. Miller, W.T., Hewes, R.P., Glanz, F.J., and Kraft, L.G., 1990. “Real-Time Dynamic Control of an Industrial Manipulator Using a Neural-Network-Based Learning Controller,”. IEEE Transactions on Robotics and Automation, 6 (1):1–9.
14. Mukherjee, J., and Mitra, S.K., 2002. “Image Resizing in the Compressed Domain Using Subband DCT,”. IEEE Transactions on Circuits and Systems For Video Technology, 12 (7):627–629.
15. Patra, J.C., Pal, R.N., Baliarsingh, R., and Panda, G., 1999. “Nonlinear Channel Equalization for QAM Signal Constellation Using Artificial Neural Networks,”. IEEE Transactions on Systems, Man, and Cybernetics, Part B:Cybernetics, 29 (2):262–271.
16. Rao, K.R., and Yip, P., 1990. Discrete Cosine Transform Algorithms, New York:Academic.
17. Smalz, R., and Conrad, M., 1994. “Combining Evolution with Credit Apportionment:A New Learning Algorithm for Neural Nets,”. Neural Networks, 7 (2):341–351.
18. Su, S.F., Tao, T., and Hung, T.H., 2002. “Credit Assigned CMAC and Its Application to Online Learning Controllers,”. IEEE Transactions on Systems, Man and Cybernetics, to be published in
19. Thompson, D.E., and Kwon, S., 1995. “Neighborhood Sequential and Random Training Technique for CMAC,”. IEEE Transactions on Neural Networks, 6 (1):196–202.
20. Wong, Y.F., and Sideris, A., 1992. “Learning Convergence in the Model Articulation Controller,”. IEEE Transactions on Neural Networks, 3 (1):115–121.
21. Yip, P., and Rao, K.R., 1980. “A Fast Computational Algorithm for the Discrete Sine Transform,”. IEEE Transactions on Communication, 28 (2):304–307.