Patent · US Revoked

Neural network recogntion and training method and apparatus

US11531897B2 · kind B2 · utility

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1References
35Claims
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Key dates

Filing dateApr 6, 2018
Grant dateDec 20, 2022
Priority date
Expiry dateOct 21, 2041

Classification

  • Technology area (CPC —)General

Abstract

Disclosed is a recognition and training method and apparatus. The apparatus may include a processor configured to input data to a neural network, determine corresponding to a multiclass output a mapping function of a first class and a mapping function of a second class, acquire a result of a loss function including a first probability component that changes correspondingly to a function value of the mapping function of the first class and a second probability component that changes contrastingly to a function value of the mapping function of the second class, determine a gradient of loss corresponding to the input data based on the result of the loss function, update a parameter of the neural network based on the determined gradient of loss for generating a trained neural network based on the updated parameter. The apparatus may input other data to the trained neural network, and indicate a recognition result.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.