Spiking Neurons Integrating Visual Stimuli Orientation and Direction Selectivity in a Robotic Context

被引:2
|
作者
Cyr, Andre [1 ]
Theriault, Frederic [2 ]
Ross, Matthew [1 ]
Berberian, Nareg [1 ]
Chortier, Sylvain [1 ]
机构
[1] Ottawa Univ, Conec Lab, Sch Psychol, Ottawa, ON, Canada
[2] Cegep Vieux Montreal, Dept Comp Sci, Montreal, PQ, Canada
来源
关键词
spiking neurons; vision; direction selectivity; orientation selectivity; motion detection; artificial intelligence; robot; MOTION DETECTION; DEPENDENT PLASTICITY; WIRING SPECIFICITY; NEURAL CIRCUIT; GANGLION-CELL; DROSOPHILA; RETINA; VISION; MODELS; MECHANISMS;
D O I
10.3389/fnbot.2018.00075
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Visual motion detection is essential for the survival of many species. The phenomenon includes several spatial properties, not fully understood at the level of a neural circuit. This paper proposes a computational model of a visual motion detector that integrates direction and orientation selectivity features. A recent experiment in the Drosophila model highlights that stimulus orientation influences the neural response of direction cells. However, this interaction and the significance at the behavioral level are currently unknown. As such, another objective of this article is to study the effect of merging these two visual processes when contextualized in a neuro-robotic model and an operant conditioning procedure. In this work, the learning task was solved using an artificial spiking neural network, acting as the brain controller for virtual and physical robots, showing a behavior modulation from the integration of both visual processes.
引用
收藏
页数:10
相关论文
共 50 条
  • [21] Responses of Rabbit's Visual Cortex Neurons to Changes in Intensity and Orientation of Visual Stimuli
    Polyansky, V. B.
    Alymkulov, D. E.
    Evtikhin, D. V.
    Sokolov, E. N.
    Chernyshev, B. V.
    ZHURNAL VYSSHEI NERVNOI DEYATELNOSTI IMENI I P PAVLOVA, 2010, 60 (01) : 32 - 43
  • [22] Paired optogenetic and visual stimulation can change the orientation selectivity of visual cortex neurons
    V. Smirnov, Ivan
    Malyshev, Alexey Y.
    BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 2023, 646 : 63 - 69
  • [23] Feedforward construction of the receptive field and orientation selectivity of visual neurons in the pigeon
    Li, Da-Peng
    Xiao, Qian
    Wang, Shu-Rong
    CEREBRAL CORTEX, 2007, 17 (04) : 885 - 893
  • [24] Orientation Selectivity of Onset and Offset Responses of Neurons in Primary Visual Cortex
    Deng Chun-Shan
    Wang Yi
    PROGRESS IN BIOCHEMISTRY AND BIOPHYSICS, 2014, 41 (02) : 172 - 178
  • [25] Mechanisms underlying orientation selectivity of neurons in the primary visual cortex of the macaque
    Sato, H
    Katsuyama, N
    Tamura, H
    Hata, Y
    Tsumoto, T
    JOURNAL OF PHYSIOLOGY-LONDON, 1996, 494 (03): : 757 - 771
  • [26] EVIDENCE FOR MERIDIONAL ANISOTROPIES IN ORIENTATION SELECTIVITY OF VISUAL CORTICAL-NEURONS
    ORBAN, GA
    KENNEDY, H
    ARCHIVES INTERNATIONALES DE PHYSIOLOGIE DE BIOCHIMIE ET DE BIOPHYSIQUE, 1980, 88 (01): : P13 - P14
  • [27] Orientation tuning, but not direction selectivity, is invariant to temporal frequency in primary visual cortex
    Moore, BD
    Alitto, HJ
    Usrey, WM
    JOURNAL OF NEUROPHYSIOLOGY, 2005, 94 (02) : 1336 - 1345
  • [28] The spatial pattern of response magnitude and selectivity for orientation and direction in cat visual cortex
    Swindale, NV
    Grinvald, A
    Shmuel, A
    CEREBRAL CORTEX, 2003, 13 (03) : 225 - 238
  • [29] Mean-field analysis of orientation selectivity in inhibition-dominated networks of spiking neurons
    Sadeh, Sadra
    Cardanobile, Stefano
    Rotter, Stefan
    SPRINGERPLUS, 2014, 3 : 1 - 35
  • [30] Moving visual stimuli rapidly induce direction sensitivity of developing tectal neurons
    Florian Engert
    Huizhong W. Tao
    Li I. Zhang
    Mu-ming Poo
    Nature, 2002, 419 : 470 - 475