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Volumn 35, Issue 3, 2005, Pages 426-437

Evolutionary optimization of a hierarchical object recognition model

Author keywords

Biologically motivated vision system; Evolution strategies; Evolutionary optimization; Generalization; Indirect coding; Object recognition

Indexed keywords

COMPUTER VISION; EVOLUTIONARY ALGORITHMS; LEARNING SYSTEMS; MATHEMATICAL MODELS; NEURAL NETWORKS; OPTIMIZATION; PATTERN RECOGNITION SYSTEMS;

EID: 20444369515     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2005.846649     Document Type: Article
Times cited : (28)

References (38)
  • 1
    • 0036779091 scopus 로고    scopus 로고
    • "Image processing with neural networks - A review"
    • M. Egmont-Petersen, D. de Ridder, and H. Handels, "Image processing with neural networks - A review," Pattern Recognit., vol. 35, no. 10, pp. 2279-2301, 2002.
    • (2002) Pattern Recognit. , vol.35 , Issue.10 , pp. 2279-2301
    • Egmont-Petersen, M.1    de Ridder, D.2    Handels, H.3
  • 2
    • 0033362601 scopus 로고    scopus 로고
    • "Evolving artificial neural networks"
    • Sep
    • X. Yao, "Evolving artificial neural networks," Proc. IEEE, vol. 87, no. 9, pp. 1423-1447, Sep. 1999.
    • (1999) Proc. IEEE , vol.87 , Issue.9 , pp. 1423-1447
    • Yao, X.1
  • 5
    • 20444366750 scopus 로고    scopus 로고
    • "Sequence redundancy in biopolymers: A study on {RNA} and protein structures"
    • G. Myers, Ed. Reading, MA: Addison-Wesley, of Santa Fe Institute Studies in the Sciences of Complexity
    • P. Schuster and P. Stadler, "Sequence redundancy in biopolymers: A study on {RNA} and protein structures," in Viral Regulatory Structures, G. Myers, Ed. Reading, MA: Addison-Wesley, 1997. vol. XXVIII of Santa Fe Institute Studies in the Sciences of Complexity.
    • (1997) Viral Regulatory Structures , vol.28
    • Schuster, P.1    Stadler, P.2
  • 6
    • 0034664164 scopus 로고    scopus 로고
    • "On the design of neural networks in the brain by genetic evolution"
    • E. T. Rolls and S. M. Stringer, "On the design of neural networks in the brain by genetic evolution," Progr. Neurobiol., vol. 6, no. 61, pp. 557-579, 2000.
    • (2000) Progr. Neurobiol. , vol.6 , Issue.61 , pp. 557-579
    • Rolls, E.T.1    Stringer, S.M.2
  • 7
    • 0033318210 scopus 로고    scopus 로고
    • "A model for the dynamic interaction between evolution and learning"
    • B. Sendhoff and M. Kreutz, "A model for the dynamic interaction between evolution and learning," Neural Process. Lett., vol. 10, no. 3, pp. 181-193, 1999.
    • (1999) Neural Process. Lett. , vol.10 , Issue.3 , pp. 181-193
    • Sendhoff, B.1    Kreutz, M.2
  • 8
    • 0031420798 scopus 로고    scopus 로고
    • "The neural basis of cognitive development: A constructivist manifesto"
    • S. Quartz and T. Sejnowski, "The neural basis of cognitive development: A constructivist manifesto," Behav. Brain Sci., vol. 9, pp. 537-596, 1997.
    • (1997) Behav. Brain Sci. , vol.9 , pp. 537-596
    • Quartz, S.1    Sejnowski, T.2
  • 9
    • 0005726792 scopus 로고    scopus 로고
    • "Toward computational neural systems through developmental evolution"
    • S. Wermter, J. Austin, and D. Willshaw, Eds
    • A. G. Rust, R. Adams, S. George, and H. Bolouri, "Toward computational neural systems through developmental evolution," in Prof. Lecture Notes Comput. Sci. Conf., vol. 2036, S. Wermter, J. Austin, and D. Willshaw, Eds., 2001, pp. 188-202.
    • (2001) Prof. Lecture Notes Comput. Sci. Conf. , vol.2036 , pp. 188-202
    • Rust, A.G.1    Adams, R.2    George, S.3    Bolouri, H.4
  • 10
    • 27744522225 scopus 로고
    • "Neocognitron: A self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position"
    • K. Fukushima, "Neocognitron: A self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position," Biolog. Cybern., vol. 39, pp. 139-202, 1980.
    • (1980) Biolog. Cybern. , vol.39 , pp. 139-202
    • Fukushima, K.1
  • 11
    • 0031040957 scopus 로고    scopus 로고
    • "A model of invariant object recognition in the visual system"
    • G. Wallis and E. T. Rolls, "A model of invariant object recognition in the visual system," Progr. Neurobiol., vol. 51, pp. 167-194, 1997.
    • (1997) Progr. Neurobiol. , vol.51 , pp. 167-194
    • Wallis, G.1    Rolls, E.T.2
  • 12
    • 0033316361 scopus 로고    scopus 로고
    • "Hierarchical models of object recognition in cortex"
    • M. Riesenhuber and T. Poggio, "Hierarchical models of object recognition in cortex," Nature Neurosci., vol. 2, no. 11, pp. 1019-1025, 1999.
    • (1999) Nature Neurosci. , vol.2 , Issue.11 , pp. 1019-1025
    • Riesenhuber, M.1    Poggio, T.2
  • 13
    • 0038159929 scopus 로고    scopus 로고
    • "Learning optimized features for hierarchical models of invariant recognition"
    • H. Wersing and E. Körner, "Learning optimized features for hierarchical models of invariant recognition," Neural Comput., vol. 15, no. 7, pp. 1559-1588, 2003.
    • (2003) Neural Comput. , vol.15 , Issue.7 , pp. 1559-1588
    • Wersing, H.1    Körner, E.2
  • 14
    • 0029881112 scopus 로고    scopus 로고
    • "Inferotemperal cortex and object vision: Stimulus selectivity and columnar organization"
    • K. Tanaka, "Inferotemperal cortex and object vision: Stimulus selectivity and columnar organization," Annu. Rev. Neurosci., vol. 19, pp. 109-139, 1996.
    • (1996) Annu. Rev. Neurosci. , vol.19 , pp. 109-139
    • Tanaka, K.1
  • 15
    • 0029067159 scopus 로고
    • "Psychophysical and physiological evidence for viewer-centered object representations in the primate"
    • N. K. Logothetis and J. Pauls, "Psychophysical and physiological evidence for viewer-centered object representations in the primate," Cerebral Cortex, vol. 5, pp. 270-288, 1995.
    • (1995) Cerebral Cortex , vol.5 , pp. 270-288
    • Logothetis, N.K.1    Pauls, J.2
  • 16
    • 0029895137 scopus 로고    scopus 로고
    • "Speed of processing in the visual system"
    • S. Thorpe, D. Fize, and C. Marlot, "Speed of processing in the visual system," Nature, vol. 381, pp. 520-522, 1996.
    • (1996) Nature , vol.381 , pp. 520-522
    • Thorpe, S.1    Fize, D.2    Marlot, C.3
  • 17
  • 18
    • 0022070273 scopus 로고
    • "The twelfth Bartlett memorial lecture: The role of single neurons in the psychology of perception"
    • H. B. Barlow, "The twelfth Bartlett memorial lecture: The role of single neurons in the psychology of perception," Q. J. Exp. Psych., vol. 37, pp. 121-145, 1985.
    • (1985) Q. J. Exp. Psych. , vol.37 , pp. 121-145
    • Barlow, H.B.1
  • 19
    • 0030779611 scopus 로고    scopus 로고
    • "Sparse coding with an overcomplete basis set: A strategy employed by V1?"
    • B. A. Olshausen and D. J. Field, "Sparse coding with an overcomplete basis set: A strategy employed by V1?," Vis. Res., vol. 37, pp. 3311-3325, 1997.
    • (1997) Vis. Res. , vol.37 , pp. 3311-3325
    • Olshausen, B.A.1    Field, D.J.2
  • 20
    • 0030832881 scopus 로고    scopus 로고
    • "The 'independent components' of natural scenes are edge filters"
    • A. J. Bell and T. J. Sejnowski, "The 'independent components' of natural scenes are edge filters," Vis. Res., vol. 37, pp. 3327-3338, 1997.
    • (1997) Vis. Res. , vol.37 , pp. 3327-3338
    • Bell, A.J.1    Sejnowski, T.J.2
  • 21
    • 0036284161 scopus 로고    scopus 로고
    • "A multilayer sparse coding network learns contour coding from natural images"
    • P. O. Hoyer and A. Hyvärinen, "A multilayer sparse coding network learns contour coding from natural images," Vis. Res., vol. 42, no. 12, pp. 1593-1605, 2002.
    • (2002) Vis. Res. , vol.42 , Issue.12 , pp. 1593-1605
    • Hoyer, P.O.1    Hyvärinen, A.2
  • 22
    • 84902202327 scopus 로고    scopus 로고
    • "Unsupervised learning of combination features for hierarchical recognition models"
    • J. R. Dorronsoro, Ed
    • H. Wersing and E. Körner, "Unsupervised learning of combination features for hierarchical recognition models," in Proc. Int. Conf. Artifical Neural Networks, J. R. Dorronsoro, Ed., 2002, pp. 1225-1230.
    • (2002) Proc. Int. Conf. Artifical Neural Networks , pp. 1225-1230
    • Wersing, H.1    Körner, E.2
  • 23
    • 23044533906 scopus 로고    scopus 로고
    • "On the role of object-specific features for real world object recognition in biological vision"
    • H. H. Bülthoff, S. W. Lee, T. A. Poggio, and C. Wallraven, Eds
    • T. Serre, M. Riesenhuber, J. Louie, and T. Poggio, "On the role of object-specific features for real world object recognition in biological vision," in Proc. Lecture Notes Computer Science Conf., vol. 2525, H. H. Bülthoff, S. W. Lee, T. A. Poggio, and C. Wallraven, Eds., 2002, pp. 387-397.
    • (2002) Proc. Lecture Notes Computer Science Conf. , vol.2525 , pp. 387-397
    • Serre, T.1    Riesenhuber, M.2    Louie, J.3    Poggio, T.4
  • 24
    • 20444408205 scopus 로고    scopus 로고
    • "Staged training of neocognitron by evolutionary algorithms"
    • P. J. Angeline, Z. Michalewicz, M. Schoenauer, X. Yao, and A. Zalzala, Eds
    • Z. Pan, T. Sabisch, R. Adams, and H. Bolouri, "Staged training of neocognitron by evolutionary algorithms," in Proc. Congr. Evolutionary Computation, P. J. Angeline, Z. Michalewicz, M. Schoenauer, X. Yao, and A. Zalzala, Eds., 1999, pp. 1965-1972.
    • (1999) Proc. Congr. Evolutionary Computation , pp. 1965-1972
    • Pan, Z.1    Sabisch, T.2    Adams, R.3    Bolouri, H.4
  • 25
    • 0033251818 scopus 로고    scopus 로고
    • "Neocognitron's parameter tuning by genetic algorithms"
    • D. Shi, D. Chunlei, and Y. S. Daniel, "Neocognitron's parameter tuning by genetic algorithms," Int. J. Neural Syst., vol. 9, pp. 497-509, 1999.
    • (1999) Int. J. Neural Syst. , vol.9 , pp. 497-509
    • Shi, D.1    Chunlei, D.2    Daniel, Y.S.3
  • 26
    • 0000212135 scopus 로고
    • "Brain-structured connectionist networks that perceive and learn"
    • V. Honavar and L. Uhr, "Brain-structured connectionist networks that perceive and learn," Connect. Sci., vol. 1, pp. 139-160, 1989.
    • (1989) Connect. Sci. , vol.1 , pp. 139-160
    • Honavar, V.1    Uhr, L.2
  • 27
    • 0029233089 scopus 로고
    • "Training the neocognitron network using design of experiments"
    • M.-Y. Teo and S.-K. Sim, "Training the neocognitron network using design of experiments," Artificial Intelligence in Engineering, vol. 9, no. 2, pp. 85-94, 1995.
    • (1995) Artificial Intelligence in Engineering , vol.9 , Issue.2 , pp. 85-94
    • Teo, M.-Y.1    Sim, S.-K.2
  • 28
    • 0030653113 scopus 로고    scopus 로고
    • "Application of genetic algorithms to optimize neocognitron network parameters"
    • M.-Y. Teo, L.-P. Khoo, and S.-K. Sim, "Application of genetic algorithms to optimize neocognitron network parameters," Neural Netw. World, vol. 7, no. 3, pp. 293-304, 1997.
    • (1997) Neural Netw. World , vol.7 , Issue.3 , pp. 293-304
    • Teo, M.-Y.1    Khoo, L.-P.2    Sim, S.-K.3
  • 29
    • 0002933170 scopus 로고
    • "Designing neural networks using genetic algorithms with graph generation system"
    • H. Kitano, "Designing neural networks using genetic algorithms with graph generation system," Complex Syst., vol. 4, pp. 461-476, 1990.
    • (1990) Complex Syst. , vol.4 , pp. 461-476
    • Kitano, H.1
  • 30
    • 3042751692 scopus 로고    scopus 로고
    • "Faster genetic programming based on local gradient search of numeric leaf values"
    • L. Spector, E. D. Goodman, A. Wu, W. B. Langdon, H.-M. Voigt, M. Gen, S. Sen, M. Dorigo, S. Pezeshk, M. H. Garzon, and E. Burke, Eds
    • A. Topchy and W. F. Punch, "Faster genetic programming based on local gradient search of numeric leaf values," in Proc. Genetic and Evolutionary Computation Conf., vol. 7-11, L. Spector, E. D. Goodman, A. Wu, W. B. Langdon, H.-M. Voigt, M. Gen, S. Sen, M. Dorigo, S. Pezeshk, M. H. Garzon, and E. Burke, Eds., 2001, pp. 155-162.
    • (2001) Proc. Genetic and Evolutionary Computation Conf. , vol.7-11 , pp. 155-162
    • Topchy, A.1    Punch, W.F.2
  • 31
    • 35248827079 scopus 로고    scopus 로고
    • "Coevolutionary and linear genetic programming for visual learning"
    • Jul. 11
    • K. Krawiec and B. Bhanu, "Coevolutionary and linear genetic programming for visual learning," in Proc. Genetic and Evolutionary Computation Conf, Jul. 11, 2003, pp. 332-343.
    • (2003) Proc. Genetic and Evolutionary Computation Conf. , pp. 332-343
    • Krawiec, K.1    Bhanu, B.2
  • 32
    • 84957809573 scopus 로고
    • "Contemporary evolution strategies"
    • F. Morán, A. Moreno, J. J. Merelo, and P. Chacón, Eds., Jun
    • H.-P. Schwefel and G. Rudolph, "Contemporary evolution strategies," in Proc. 3rd Eur. Conf. Artificial Life: Advances in Artificial Life, vol. 929, F. Morán. A. Moreno, J. J. Merelo, and P. Chacón, Eds., Jun. 1995, pp. 893-907.
    • (1995) Proc. 3rd Eur. Conf. Artificial Life: Advances in Artificial Life , vol.929 , pp. 893-907
    • Schwefel, H.-P.1    Rudolph, G.2
  • 36
    • 84966309371 scopus 로고    scopus 로고
    • "Evolutionary feature design for object recognition with hierarchical networks"
    • L. Wang, J. Rajapakse, K. Fukushima, S.-Y. Lee, and X. Yao, Eds
    • G. Schneider, H. Wersing, B. Sendhoff, and E. Körner, "Evolutionary feature design for object recognition with hierarchical networks," in Proc. 9th Int. Conf. Neural Information Processing, vol. 4, L. Wang, J. Rajapakse, K. Fukushima, S.-Y. Lee, and X. Yao, Eds., 2002, pp. 1936-1940.
    • (2002) Proc. 9th Int. Conf. Neural Information Processing , vol.4 , pp. 1936-1940
    • Schneider, G.1    Wersing, H.2    Sendhoff, B.3    Körner, E.4
  • 37
    • 0000211184 scopus 로고
    • "How learning can guide evolution"
    • G. Hinton and S. Nowlan, "How learning can guide evolution," Complex Syst., vol. 1, pp. 495-502, 1987.
    • (1987) Complex Syst. , vol.1 , pp. 495-502
    • Hinton, G.1    Nowlan, S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.