PCNN models and applications

IEEE Transactions on Neural Networks

Volumn 10, Issue 3, 1999, Pages 480-498

  Johnson, John L ^a   Padgett, Mary Lou ^b  

^a U S ARMY   (United States)

^b IEEE

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL METHODS; IMAGE CODING; IMAGE SEGMENTATION; MATHEMATICAL MODELS; MODULATION;

DENDRITIC MODEL; IMAGE DECOMPOSITION; PULSE COUPLED NEURAL NETWORK;

NEURAL NETWORKS;

EID: 0032680010     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/72.761706     Document Type: Article

References (51)

1. A. L. Hodgkin and A. F. Huxley, "A quantitative description of membrane current and its application to conduction and excitation in nerve," J. Physiol., vol. 117, pp. 500-544, 1952.
2. B. W. Mel, D. L. Ruderman, and K. A. Archie "Complex-cell responses derived from center-surround inputs: The suprising power of intradendritic computation," in Neural Information Processing Systems, vol. 9 Cambridge, MA: MIT Press, 1997, pp. 83-89.
3. K. Koch and I. Segev, Eds., Methods in Neuronal Modeling: From Synapses to Networks. Cambridge, MA: MIT Press, 1989.
4. C. von der Malsburg and W. Schneider, "A neural cocktail party processor," Biol. Cybern., vol. 54, pp. 29-40, 1984.
5. R. Eckhorn, H. J. Reitboeck, M. Arndt, and P. W. Dicke, "A neural network for feature linking via synchronous activity: Results from cat visual cortex and from simulations," in Models of Brain Function, R. M. J. Cotterill, Ed. Cambridge, U.K.: Cambridge Univ. Press, 1989, pp. 255-272.
6. C. M. Gray and W. Singer, "Stimulus-specific neuronal oscillations in the orientation columns of cat visual cortex," Proc. Nat. Academy Sci., vol. 86, pp. 1689-1702, 1989.
7. R. Eckhorn, H. J. Reitboeck, M. Arndt, and P. W. Dicke, "Feature linking via synchronization among distributed assemblies: Simulation of results from cat cortex," Neural Comput., vol. 2, pp. 293-307, 1990.
8. A. S. French and R. B. Stein, "A flexible neural analog using integrated circuits," IEEE Trans. Biomed. Eng, vol. BME-17, pp. 248-337, 1970.
9. H. J. Reitboeck, R. Eckhorn, M. Arndt, and P. Dicke, "A model of feature linking via correlated neural activity," in Synergetics of Cognition, H. Haken, Ed. New York: Springer-Verlag, 1989, pp. 112-125.
10. H. S. Ranganath, G. Kuntimad, and J. L. Johnson, "Pulse coupled neural networks for image processing," in Proc. 1995 IEEE SoutheastCon, Raleigh, NC, 1995, pp. 37-43.
11. J. L. Johnson, H. Ranganath, G. Kuntimad, and H. J. Caulfield, "Pulse-coupled neural networks," in Neural Networks and Pattern Recognition, O. Omidvar and J. Dayhoff, Eds. San Diego, CA: Academic, 1998, pp. 1-56.
12. J. L. Johnson and D. Ritter, "Observation of periodic waves in a pulse-coupled neural network," Opt. Lett., vol. 18, p. 1253, 1993.
13. C. Giles and T. Maxwell, "Learning, invariance, and generalization in high-order neural networks," Appl. Opt., vol. 26, no. 23, pp. 4972-4978, 1987.
14. J. L. Johnson, "Pulse-coupled neural nets: Translation, rotation, scale, distortion, and intensity signal invariance for images," Appl. Opt., vol. 33, no. 26, pp. 6239-6253, 1994.
15. J. W. McClurkin, J. A. Zarbock, and L. M. Optican, "Temporal codes for colors, patterns, and memories," in Cerebral Cortex, A. Peters and K. S. Rockland, Eds. New York: Plenum, 1994, vol. 10, pp. 443-467.
16. W. M. Yamada, C. Koch, and P. R. Adams, "Multiple channels and calcium dynamics," in Methods in Neuronal Modeling: From Synapses to Networks, K. Koch and I. Segev, Eds. Cambridge, MA: MIT Press, 1989.
17. W. Rall, "Cable theory for dendritic neurons," in Methods in Neuronal Modeling: From Synapses to Networks, K. Koch and I. Segev, Eds. Cambridge, MA: MIT Press, 1989.
18. U. Wehmeier, D. Dong, C. Koch, and D. van Essen, "Modeling the mammalian visual system," in Methods in Neuronal Modeling: From Synapses to Networks, K. Koch and I. Segev, Eds. Cambridge, MA: MIT Press, 1989.
19. I. Segev, J. W. Fleshman, and R. E. Burke, "Compartmental models of complex neurons," in Methods in Neuronal Modeling: From Synapses to Networks, K. Koch and I. Segev, Eds. Cambridge, MA: MIT Press, 1989.
20. J. M. Kinser and J. L. Johnson, "Object isolation," Optical Memory and Neural Networks, vol. 5, no. 3, pp. 137-145, 1996.
21. P. C. Bressloff and J. G. Taylor, "Dynamics of compartmental model neurons," Neural Networks, vol. 7, pp. 1153-1165, 1994.
22. P. C. Bressloff, "Dynamics of a compartmental model integrate-and-fire neuron with somatic potential reset," Phys. D, vol. 80, pp. 399-412, 1995.
23. P. W. Dicke, "Simulation dymanischer Merkmalskopplungen in einem neuronalen Netzwerkmodell," Ph.D. dissertation, Philipps Univ., Marburg, Germany, 1992.
24. M. Stoecker, H. J. Reitboeck, and R. Eckhorn, "A neural network for scene segmentation by temporal coding," Neurocomput., vol. 11, pp. 123-134. 1996.
25. J. J. Hopfield, "Pattern recognition computation using action potential timing for stimulus representation," Nature, vol. 376, pp. 33-36. 1995.
26. F. H. C. Crick and C. Koch, "Toward a neurobiological theory of consciousness," Seminars Neurosci., vol. 2, pp. 263-275, 1990.
27. J. G. Taylor, When the Clock Struck Zero. New York: St. Martin's, 1993.
28. J. L. Johnson, M. L. Padgett, and W. O. Friday, "Multiscale image factorization," in Proc. IEEE Int. Conf. Neural Networks, Houston, TX, June 8-12, 1997, pp. 1465-1468.
29. J. L. Johnson and W. A. Friday, "Spatiotemporal dynamics of PCNN's," in Proc. World Congr. Neural Networks, San Diego, CA, 1996, pp. 690-693.
30. N. H. Farhet, S.-Y. Lin, and M. H. Eldefrawy, "Complexity and chaotic dynamics in a spiking neuron embodiment," Adaptive Comput.: Math., Electron., Opt., SPIE Crit. Rev., vol. CR55, pp. 77-88, 1994.
31. H. Ranganath, private communication.
32. G. L. Tarr, R. A. Carreras, J. S. Fender, X. Clastres, L. Freyss, and M. Samuelides, "Temporal encoding of multispectral satellite imagery for segmentation using pulsed coupled neural networks," Proc. SPIE, vol. 2579, pp. 352-359, 1995.
33. G. L. Tarr, R. A. Carreras, C. R. Dehainaut, X. Clastres, L. Freyss, and M. Samuelides, "Intelligent sensors research using pulse-coupled neural networks for focal plane image processing," Proc. SPIE, vol. 2760, pp. 534-542, 1996.
34. C. McEniry and J. L. Johnson, "Methods for image segmentation using a pulse coupled neural net," Neural Network World, vol. 2, pp. 177-189, 1997.
35. H. Ranganath, G. Kuntimad, and J. L. Johnson, "A neural network for image understanding," in Handbook of Neural Computation, E. Fiesler and R. Beale, Eds. Oxford, U.K.: Oxford Univ. Press, 1997, pp. G16.1-G1.6.6.
36. D. L. Wang, "Emergent synchrony in locally coupled oscillators," IEEE Trans. Neural Networks, vol. 6, pp. 941-948, 1995.
37. M. Schamschula, J. L. Johnson, H. Caulfield, and R. Inguva, "Multispectral fusion using PCNN," Proc. SPIE, vol. 3376, pp. 219-226, 1998.
38. M. L. Padgett and J. L. Johnson, "Pulse coupled neural networks: Biosensors applications," in Proc. Int. Conf. NN, IEEE-ICNN'97, Houston, TX, June 1997, pp. 2507-2512, invited paper.
39. M. L. Padgett, T. A. Roppel, and J. L. Johnson, "Pulse coupled neural networks and new approaches to biosensor applications," Proc. SPIE, vol. 3390, pp. 79-88, 1998.
40. _, "Pulse coupled neural networks (PCNN), wavelets and radial basis functions: Olfactory sensor applications," IEEE-IJCNN, pp. 1784-1789, 1998.
41. M. Reiss and J. G. Taylor, "Storing temporal sequences," Neural Networks, vol. 4, pp. 773-787, 1991.
42. J. L. Johnson, "Pulse-coupled neural networks," Adaptive Comput.: Math., Electron., Opt., SPIE Crit. Rev., vol. CR55, pp. 47-76, 1994.
43. Technical Program Annex #PS-MR-02-96, ArmyResLab., 1996.
44. SBIR Contract DAAH01-97-C-R025.
45. SBIR Contract DAAH01-97-C-R080
46. J. L. Johnson, "Globally stable saturable learning laws," Neural Networks, vol. 4, pp. 47-51, 1990.
47. MATLAB Version 5.2, The Mathworks. Inc., 1998.
48. T. Lindblad, C. S. Lindsey, M. L. Padgett, A. Vanyachine, and Y. Zanevsky, "Digital X-ray image processing using biologically inspired methods," in Proc. IEEE-IJCNN'98, pp. 803-806, 1998.
49. G. Szekely, A. Eide, T. Lindblad, C. Lindsey, M. Mmerskjold, and G. Sekhniaidze, "Wavelets and signal processing," Proc. SPIE, vol. 2760, pp. 625-632, 1996.
50. E. M. Josephson, M. L Padgett, and D. Buxton, "ANNs: A new tool for neuroanatomical tract-tracing," Proc. SPIE, vol. 2878, pp. 143-166, 1996.
51. G. Szekely and T. Lindblad, "Parameter adaptation in a simplified pulse coupled neural network," in Proc. Wkshp. Virtual Intell./DYNN, VI-DYNN'98, Stockholm, Sweden, vol. 3728, SPIE, to be published.