公开(公告)号：US09165213B2

公开(公告)日：2015-10-20

申请号：US13691109

申请日：2012-11-30

Applicant: SONY CORPORATION

Inventor： Harumitsu Nobuta ,  Kenta Kawamoto ,  Kohtaro Sabe ,  Kuniaki Noda

IPC: G06K9/62 ,  G06K9/34

CPC classification number: G06K9/62 ,  G06K9/34 ,  G06K9/627 ,  G06N3/0445

Abstract: An information processing apparatus includes a network learning portion that performs learning of an appearance/position recognition network by constraining first to third weights and using a learning image, wherein the appearance/position recognition network has a foreground layer including a position node, a background layer including a background node, and an image layer including a pixel node, and is a neural network in which the position node, the background node, and the pixel node are connected to each other, and wherein the first weight is a connection weight between the position node and the pixel node, the second weight is a connection weight between the position node and the background node, and the third weight is a connection weight between the background node and the pixel node.

Abstract translation: 信息处理装置包括网络学习部分，其通过约束第一至第三权重并使用学习图像来执行外观/位置识别网络的学习，其中所述外观/位置识别网络具有包括位置节点，背景层 包括背景节点和包括像素节点的图像层，并且是其中所述位置节点，所述背景节点和所述像素节点彼此连接的神经网络，并且其中所述第一权重是所述第一权重之间的连接权重 位置节点和像素节点，第二权重是位置节点和背景节点之间的连接权重，第三权重是背景节点和像素节点之间的连接权重。