- 专利标题: Devices, systems, and methods for feature encoding
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申请号: US15492944申请日: 2017-04-20
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公开(公告)号: US10891541B2公开(公告)日: 2021-01-12
- 发明人: Jie Yu , Francisco Imai
- 申请人: CANON KABUSHIKI KAISHA
- 申请人地址: JP Tokyo
- 专利权人: CANON KABUSHIKI KAISHA
- 当前专利权人: CANON KABUSHIKI KAISHA
- 当前专利权人地址: JP Tokyo
- 代理机构: Canon U.S.A., Inc. IP Division
- 主分类号: G06N3/04
- IPC分类号: G06N3/04 ; G06N3/08 ; G06K9/62
摘要:
Devices, systems, and methods obtain data in a first modality; propagate the data in the first modality through a neural network, thereby generating network outputs, wherein the neural network includes a first-stage neural network and a second-stage neural network, wherein the first-stage neural network includes two or more layers, wherein each layer of the two or more layers of the first-stage neural network includes a plurality of respective nodes, wherein the second-stage neural network includes two or more layers, one of which is an input layer and one of which is an output layer, and wherein each node in each layer of the first-stage neural network is connected to the input layer of the second-stage neural network; calculate a gradient of a loss function based on the network outputs; backpropagate the gradient through the neural network; and update the neural network based on the backpropagation of the gradient.
公开/授权文献
- US20170330068A1 DEVICES, SYSTEMS, AND METHODS FOR FEATURE ENCODING 公开/授权日:2017-11-16
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