• DocumentCode
    2285993
  • Title

    Morphological neural networks for robust visual processing in mobile robotics

  • Author

    Raducanu, B. ; Grana, M.

  • Author_Institution
    Fac. Inf., Univ. del Pais Vasco, San Sebastian, Spain
  • Volume
    6
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    140
  • Abstract
    Morphological Neural Networks (MNN) have been proposed as associative (with its two cases: autoassociative and heteroassociative) memories. In this paper we are involved with Heteroassociative MNN (HMNN). We propose their utilization as a preprocessing step for human shape detection, in a vision-based navigation problem for mobile robots. MNN can be trained in a single computing step, they possess unlimited storing capacity, and they have perfect recall of the pattens. Recall is also very fast, because the MNN recall does not involve the search for an energy minimum
  • Keywords
    mobile robots; neural nets; robot vision; Heteroassociative MNN; associative; human shape detection; mobile robotics; mobile robots; neural networks; robust visual processing; vision-based navigation; Feature extraction; Humans; Intelligent networks; Mobile robots; Motion planning; Multi-layer neural network; Navigation; Neural networks; Robustness; Shape;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2000. IJCNN 2000, Proceedings of the IEEE-INNS-ENNS International Joint Conference on
  • Conference_Location
    Como
  • ISSN
    1098-7576
  • Print_ISBN
    0-7695-0619-4
  • Type

    conf

  • DOI
    10.1109/IJCNN.2000.859387
  • Filename
    859387