Iris recognition method and device

A kind of iris recognition and iris technology, applied in the field of artificial intelligence, can solve the problem of insufficient recognition accuracy, achieve the effect of reducing recognition cost, improving accuracy, reducing resources and time

Pending Publication Date: 2021-06-25
INDUSTRIAL AND COMMERCIAL BANK OF CHINA
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  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The embodiment of the present application provides an iris recognition method and device to solve the problem in the pri

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  • Iris recognition method and device
  • Iris recognition method and device

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Embodiment Construction

[0026] The principle and spirit of the present application will be described below with reference to several exemplary embodiments. It should be understood that these embodiments are given only to enable those skilled in the art to better understand and implement the present application, rather than to limit the scope of the present application in any way. Rather, these embodiments are provided so that this disclosure will be thorough and complete, and will fully convey the scope of this disclosure to those skilled in the art.

[0027] Those skilled in the art know that the embodiments of the present application may be realized as a system, device, method or computer program product. Therefore, the disclosure of the present application can be specifically implemented in the form of complete hardware, complete software (including firmware, resident software, microcode, etc.), or a combination of hardware and software.

[0028] The embodiment of the present application provides...

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Abstract

The invention relates to the technical field of artificial intelligence, and particularly discloses an iris recognition method and device, and the method comprises the steps of obtaining the standardized three-dimensional iris image data of a to-be-recognized iris; subjecting the standardized three-dimensional iris image data to feature extraction and classification through a two-dimensional convolutional neural network, obtaining target feature data and target user tags corresponding to the to-be-recognized iris, wherein the two-dimensional convolutional neural network comprises a three-dimensional image processing layer, the three-dimensional image processing layer carries out dimension reduction processing on the standardized three-dimensional iris image data to obtain a plurality of pieces of two-dimensional iris image data, and the plurality of pieces of two-dimensional iris image data comprise oblique section data; calling the iris feature data corresponding to the target user tag from a three-dimensional iris image database, and wherein the iris feature data of each user in the multiple users is stored in the three-dimensional iris image database; and generating an iris recognition result according to the target feature data and the called iris feature data. According to the scheme, the iris recognition accuracy can be improved.

Description

technical field [0001] The present application relates to the technical field of artificial intelligence, in particular to an iris recognition method and device. Background technique [0002] At present, iris recognition technology solutions mainly focus on the processing of two-dimensional digital images, for example, using local binary pattern (Local Binary Pattern, LBP) algorithm, support vector machine (Support Vector Machine, SVM) algorithm, filter, two-dimensional Convolutional Neural Networks (CNN) algorithm and various improved algorithms. [0003] No matter what algorithm is used or how to optimize the algorithm, the core features required by the algorithm are extracted based on the two-dimensional image of the iris. Two-dimensional convolutional neural network is the most widely used algorithm in existing two-dimensional image processing methods. For a certain type of feature, a 2×2 two-dimensional convolution kernel can only extract data features in 4 directions...

Claims

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Application Information

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IPC IPC(8): G06K9/00G06K9/62G06N3/04G06N3/08
CPCG06N3/08G06V40/197G06V40/193G06N3/045G06F18/22
Inventor 聂文俊杨俊勉郭锡超王伟权
Owner INDUSTRIAL AND COMMERCIAL BANK OF CHINA
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