• DocumentCode
    2007872
  • Title

    Gain-field modulation mechanism in multimodal networks for spatial perception

  • Author

    Pitti, Alexandre ; Blanchard, Andrew ; Cardinaux, Matthieu ; Gaussier, Philippe

  • Author_Institution
    ETIS Lab., Univ. of Cergy-Pontoise, Cergy-Pontoise, France
  • fYear
    2012
  • fDate
    Nov. 29 2012-Dec. 1 2012
  • Firstpage
    297
  • Lastpage
    302
  • Abstract
    Seeing is not just done through the eyes, it involves the integration of other modalities such as auditory, proprioceptive and tactile information, to locate objects, persons and also the limbs. We hypothesize that the neural mechanism of gain-field modulation, which is found to process coordinate transform between modalities in the superior colliculus and in the parietal area, plays a key role to build such unified perceptual world. In experiments with a head-neck-eye´s robot with a camera and microphones, we study how gain-field modulation in neural networks can serve for transcribing one modality´s reference frame into another one (e.g., audio signals into eyes´ coordinate). It follows that each modality influences the estimations of the position of a stimulus (multimodal enhancement). This can be used in example for mapping sound signals into retina coordinates for audio-visual speech perception.
  • Keywords
    hearing; modulation; neural nets; robot vision; speech processing; touch (physiological); audio signals; audio-visual speech perception; auditory information; camera; coordinate transform; gain-field modulation mechanism; head-neck-eye robot; microphones; multimodal enhancement; multimodal networks; neural mechanism; neural networks; proprioceptive information; retina coordinates; sound signal mapping; spatial perception; superior colliculus; tactile information; unified perceptual world; Biological system modeling; Modulation; Neurons; Retina; Sociology; Statistics; Visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Humanoid Robots (Humanoids), 2012 12th IEEE-RAS International Conference on
  • Conference_Location
    Osaka
  • ISSN
    2164-0572
  • Type

    conf

  • DOI
    10.1109/HUMANOIDS.2012.6651535
  • Filename
    6651535