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Image processing method, device, computer equipment and storage medium

An image processing and image technology, applied in the field of artificial intelligence, can solve the problems of attack image differentiation, low detection accuracy, and poor attack image generalization, and achieve high universality, good detection effect, and high detection accuracy.

Active Publication Date: 2021-07-13
TENCENT TECH (SHENZHEN) CO LTD
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Problems solved by technology

[0003] At present, due to the fact that there may be many different types of attacks in real life, the texture features of some attack images are not so obvious, and even the naked eye is difficult to distinguish according to the texture of the attack images, so that only a single image texture information The generalization of the detection method on different types of attack images is poor, and the detection accuracy is low

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  • Image processing method, device, computer equipment and storage medium
  • Image processing method, device, computer equipment and storage medium
  • Image processing method, device, computer equipment and storage medium

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Embodiment Construction

[0055] In order to make the purpose, technical solution and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present application, and are not intended to limit the present application.

[0056] The image processing method and the processing method of the living body detection model provided by the present application realize the living body detection by using computer vision technology and machine learning technology in artificial intelligence technology (Artificial Intelligence, AI).

[0057] Computer Vision Technology (Computer Vision, CV) Computer vision is a science that studies how to make machines "see". More specifically, it refers to machine vision that uses cameras and computers instead of human eyes to identify, track and measure targets. And fur...

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Abstract

The present application relates to an image processing method, device, computer equipment and storage medium. The method involves computer vision technology of artificial intelligence, and the method includes: performing living body detection on the global fusion image obtained by fusing the global frequency domain image corresponding to the image to be detected with the image to be detected to obtain the first detection result; when the first When the detection result indicates that the image to be detected belongs to a screen recapture image, it is determined that the image to be detected has not passed the liveness detection; otherwise, the biometric image is obtained based on the biological characteristics in the image to be detected, and the local frequency domain image corresponding to the biometric image is compared with the biometric Liveness detection is performed on the partially fused image obtained by feature image fusion to obtain a second detection result, and a living body detection result corresponding to the image to be detected is determined according to the first detection result and the second detection result. The solution provided by the present application can defend against the attacks of remake images of various scenes, and has higher accuracy and universality.

Description

technical field [0001] The present application relates to the technical field of artificial intelligence, in particular to an image processing method, device, computer equipment and storage medium. Background technique [0002] With the development of computer technology and artificial intelligence technology, in order to identify users more accurately and conveniently, living body detection technology has emerged. Liveness detection technology can use biometric information to verify whether the user is a real live operation, and can effectively resist common attack methods such as photos, face changes, masks, and occlusions. Liveness detection includes face liveness detection, palmprint liveness detection, and iris liveness detection. etc. [0003] At present, due to the fact that there may be many different types of attacks in real life, the texture features of some attack images are not so obvious, and even the naked eye is difficult to distinguish according to the textu...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06K9/00G06N3/04G06N3/08
CPCG06N3/04G06N3/08G06V40/1382G06V40/1347G06V40/1365G06V40/172G06V40/168G06V40/45G06V40/1388G06V40/1359G06V10/82G06V10/454G06V10/806G06V10/7715G06V10/803G06V10/95G06V10/774
Inventor 尹邦杰姚太平吴双孟嘉丁守鸿李季檩
Owner TENCENT TECH (SHENZHEN) CO LTD