镜像神经元系统的出现:不成熟的视觉导致自我-他人对应

Y. Nagai, Yuji Kawai, M. Asada
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引用次数: 55

摘要

镜像神经元系统(mirror neuron system, MNS)是如何发育的问题越来越受到研究者的关注。在各种假设中,一个被广泛接受的模型是联想序列学习,它将MNS作为感觉运动学习的副产品获得。然而,由于该模型采用了太多简化的感官表征,因此无法区分自我和他人。我们提出了一个MNS早期发展的计算模型,它起源于不成熟的视觉。该模型逐渐提高机器人视觉的时空分辨率,同时机器人通过与他人的原始互动学习感觉运动映射。在开发的早期阶段,由于分辨率较低,机器人将所有观察到的动作解释为等效,从而将无差异观察与运动命令联系起来。随着视觉的发展,机器人开始区分自己的动作和别人的动作。然而,最初获得的联系通过发展得以维持,这导致了两种类型的联系:一种是运动命令和自我观察之间的联系,另一种是运动命令和他人观察之间的联系(即MNS的作用)。我们的实验表明,该模型实现了MNS的早期发展,使机器人能够模仿他人的动作。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Emergence of mirror neuron system: Immature vision leads to self-other correspondence
The question of how the mirror neuron system (MNS) develops has attracted increased attention of researchers. Among various hypotheses, a widely accepted model is associative sequence learning, which acquires the MNS as a by-product of sensorimotor learning. The model, however, cannot discriminate self from others since it adopts too much simplified sensory representations. We propose a computational model for early development of the MNS, which is originated in immature vision. The model gradually increases the spatiotemporal resolution of a robot's vision while the robot learns sensorimotor mapping through primal interactions with others. In the early stage of development, the robot interprets all observed actions as equivalent due to a lower resolution, and thus associates the non-differentiated observation with motor commands. As vision develops, the robot starts discriminating actions generated by self from those by others. The initially acquired association is, however, maintained through development, which results in two types of associations: one is between motor commands and self-observation and the other between motor commands and other-observation (i.e., what the MNS does). Our experiments demonstrate that the model achieves early development of the MNS, which enables a robot to imitate others' actions.
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