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Mask-wearing face recognition method, system, computer equipment and storage medium

A face recognition and mask technology, applied in the field of face recognition wearing a mask, can solve the problems of face recognition algorithm failure, recognition error, recognition result not recognized, etc., to optimize the completion of details and increase the consistency of global observation Effect

Pending Publication Date: 2021-04-02
FOSHAN UNIVERSITY
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] Many existing face recognition algorithms are mainly based on the recognition of faces without masks. For faces with masks, more than half of their facial features have been blocked, which will lead to a large number of features in the process of face feature extraction. Points are lost, resulting in a serious drop in recognition rate
Especially in the case of the new coronavirus pneumonia epidemic in 2020, all citizens are required to wear masks when going out. When people enter and leave the community, or when employees go to work and check in, identity verification is required. When people wear masks, the traditional The face recognition algorithm loses its effect, and its recognition results will return unrecognized or wrongly recognized to a large extent.

Method used

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  • Mask-wearing face recognition method, system, computer equipment and storage medium
  • Mask-wearing face recognition method, system, computer equipment and storage medium
  • Mask-wearing face recognition method, system, computer equipment and storage medium

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Experimental program
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Effect test

Embodiment 1

[0074] like figure 1 and figure 2 As shown, the present embodiment provides a face recognition method wearing a mask, the method includes the following steps:

[0075] S201. Acquire a video stream image to be identified.

[0076] Wherein, the video stream image to be identified is acquired through acquisition, for example, through equipment acquisition such as a camera.

[0077] S202. Load the face mask detection model, use the face mask detection model to detect the video stream image to be recognized, and obtain a detection result.

[0078] At present, most face detection methods consume too much time in terms of time calculation, and when the method is transplanted to a mobile device, it cannot respond quickly to the video stream. The face mask detection model of this embodiment Using a multi-cascade network, each level has a clear division of labor for data processing, tending to a gradual approach. Such an image processing mode not only has a high accuracy rate, but ...

Embodiment 2

[0119] like Figure 10 As shown, the present embodiment provides a face recognition system wearing a mask. The system includes an acquisition module 1001, a face mask detection module 1002, a face completion module 1003 and a face recognition module 1004. The specific functions of each module are as follows:

[0120] The acquisition module 1001 is configured to acquire video stream images to be identified.

[0121] The face mask detection module 1002 is used to load the face mask detection model, and use the face mask detection model to detect the video stream image to be recognized to obtain the detection result.

[0122] The face completion module 1003 is used to load the face completion model if the detection result is that the face is detected to be wearing a mask, and to complete the video stream image that detects that the face is wearing a mask through the face completion model to obtain a complement full face image.

[0123] The face recognition module 1004 is config...

Embodiment 3

[0127] This embodiment provides a computer device, which can be a computer, such as Figure 11 As shown, a processor 1102, a memory, an input device 1103, a display 1104 and a network interface 1105 are connected through a system bus 1101, the processor is used to provide calculation and control capabilities, and the memory includes a non-volatile storage medium 1106 and an internal memory 1107, the non-volatile storage medium 1106 stores an operating system, a computer program, and a database, the internal memory 1107 provides an environment for the operation of the operating system and the computer program in the non-volatile storage medium, and the processor 1102 executes the During the computer program, realize the face recognition method of wearing a mask of the above-mentioned embodiment 1, as follows:

[0128] Obtain the video stream image to be identified;

[0129] Load the face mask detection model, detect the video stream image to be recognized through the face mask...

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Abstract

The invention discloses a mask-wearing face recognition method, a system, computer equipment and a storage medium. The method comprises the steps of obtaining a to-be-recognized video stream image; adding a face mask detection model, and detecting the to-be-recognized video stream image through the face mask detection model to obtain a detection result; if the detection result is that the face wears the mask, adding a face completion model, and completing the video stream image of the detected face wearing the mask through the face completion model to obtain a completed face image; and addinga human face recognition model, and recognizing the complemented human face image through the human face recognition model to obtain a human face recognition result. Whether a person wears the mask ornot can be detected, the specific position of the face wearing the mask can be positioned, the mask area is erased, the erased part is subjected to face completion through the face completion technology, a complete face is obtained, finally, face recognition is carried out, and therefore the face recognition rate of mask wearing is increased.

Description

technical field [0001] The invention relates to a face recognition method and system for wearing a mask, computer equipment and a storage medium, and belongs to the fields of deep learning and image processing. Background technique [0002] Face recognition technology is a biometric recognition technology based on biometric information. It mainly uses video recorders or cameras to collect videos or images with human faces, and then uses algorithms to analyze the information of the images to perceive and identify people. Often referred to as face recognition or facial recognition. At present, face recognition technology is mainly used in criminal investigation, monitoring system, punch card attendance, security payment and other fields. [0003] The classic process of face recognition technology (Face Recognition) is mainly divided into two steps: face detection and face feature extraction. Among them, the face detection is mainly used to locate the position of the face in ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/00G06N3/04G06N3/08
CPCG06N3/08G06V40/166G06V40/171G06V40/172G06N3/048G06N3/045
Inventor 曾凡智邱腾达周燕
Owner FOSHAN UNIVERSITY