Yielding Self-Perception in Robots Through Sensorimotor Contingencies

被引:22
|
作者
Lanillos, Pablo [1 ]
Dean-Leon, Emmanuel [1 ]
Cheng, Gordon [1 ]
机构
[1] Tech Univ Munich, Inst Cognit Syst, D-80333 Munich, Germany
关键词
Conceptual inference; embodied cognition; multimodal integration; self-detection; self-perception; sensorimotor contingencies (SMCs); ATTENTION; BODY; MECHANISMS; ACCOUNT; VISION;
D O I
10.1109/TCDS.2016.2627820
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We address self-perception in robots as the key for world understanding and causality interpretation. We present a self-perception mechanism that enables a humanoid robot to understand certain sensory changes caused by naive actions during interaction with objects. Visual, proprioceptive and tactile cues are combined via artificial attention and probabilistic reasoning to permit the robot to discern between inbody and outbody sources in the scene. With that support and exploiting intermodal sensory contingencies, the robot can infer simple concepts such as discovering potential "usable" objects. Theoretically and through experimentation with a real humanoid robot, we show how self-perception is a backdrop ability for high order cognitive skills. Moreover, we present a novel model for self-detection, which does not need to track the body parts. Furthermore, results show that the proposed approach successfully discovers objects in the reaching space, improving scene understanding by discriminating real objects from visual artifacts.
引用
收藏
页码:100 / 112
页数:13
相关论文
共 50 条
  • [1] The Use of Social Sensorimotor Contingencies in Humanoid Robots
    Vouloutsi, Vasiliki
    Chesson, Anna
    Blancas, Maria
    Guerrero, Oscar
    Verschure, Paul F. M. J.
    [J]. BIOMIMETIC AND BIOHYBRID SYSTEMS, LIVING MACHINES 2020, 2020, 12413 : 378 - 389
  • [2] ENHANCING SELF-PERCEPTION THROUGH BIBLIOTHERAPY
    CALHOUN, G
    [J]. ADOLESCENCE, 1987, 22 (88) : 939 - 943
  • [3] SELF-PERCEPTION
    ALDRICH, PC
    [J]. FORTUNE, 1993, 127 (03) : 40 - 40
  • [4] SELF-PERCEPTION AND PERCEPTION OF OCCUPATIONS
    JACKSON, C
    [J]. BULLETIN OF THE BRITISH PSYCHOLOGICAL SOCIETY, 1977, 30 (DEC): : 427 - 427
  • [5] Sensorimotor Contingencies as a Key Drive of Development: From Babies to Robots
    Jacquey, Lisa
    Baldassarre, Gianluca
    Santucci, Vieri Giuliano
    O'Regan, J. Kevin
    [J]. FRONTIERS IN NEUROROBOTICS, 2019, 13
  • [6] Unsupervised body scheme learning through self-perception
    Sturm, Juergen
    Plagemann, Christian
    Burgard, Wolfram
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-9, 2008, : 3328 - 3333
  • [7] Determining Quality Movement Through Acceleration And Self-perception
    Polsgrove, Myles J.
    Jackson, Debra
    Pomerleau, Chris
    Villavicencio, Joe
    Kreider, Cade
    [J]. MEDICINE & SCIENCE IN SPORTS & EXERCISE, 2024, 56 (10) : 89 - 89
  • [8] DEPERSONALIZATION AND SELF-PERCEPTION
    OSHEA, B
    [J]. BRITISH JOURNAL OF PSYCHIATRY, 1988, 153 : 709 - 709
  • [9] EPICURUS ON SELF-PERCEPTION
    GLIDDEN, DK
    [J]. AMERICAN PHILOSOPHICAL QUARTERLY, 1979, 16 (04) : 297 - 306
  • [10] DEPERSONALIZATION AND SELF-PERCEPTION
    MELLOR, CS
    [J]. BRITISH JOURNAL OF PSYCHIATRY, 1988, 153 : 845 - 846