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Security check image recognition method and device, electronic equipment and storage medium

An image recognition and security inspection technology, which is applied in the fields of electronic equipment and storage media, security inspection image recognition methods, and devices, can solve the problems of high false alarm rate and false negative rate, and achieve the effect of reducing the probability of false positives and false positives

Pending Publication Date: 2021-04-27
INST OF COMPUTING TECH CHINA ACAD OF RAILWAY SCI +1
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  • Application Information

AI Technical Summary

Problems solved by technology

[0005] Embodiments of the present invention provide a security inspection image recognition method, device, electronic equipment, and storage medium, which are used to solve the defects of high false alarm rate and missed alarm rate in the prior art, and realize more efficient and accurate X-ray inspection of luggage. image recognition

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  • Security check image recognition method and device, electronic equipment and storage medium
  • Security check image recognition method and device, electronic equipment and storage medium
  • Security check image recognition method and device, electronic equipment and storage medium

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Embodiment Construction

[0042] In order to make the purpose, technical solutions and advantages of the present invention clearer, the technical solutions in the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the present invention. Apparently, the described embodiments are part of the embodiments of the present invention , but not all examples. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0043] The existing intelligent security inspection recognition is completely dependent on the target detection algorithm. The performance of target detection is based on the training samples. If the new target category cannot be recognized without learning, it will appear higher Missing negative rate; In addition, the intra-class differences and inter-class diversity of samples cause i...

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Abstract

The invention relates to a security check image recognition method and device, electronic equipment and a storage medium. The method comprises the steps of obtaining an X-ray image of luggage; inputting the X-ray image of the luggage into a pre-trained first security check image recognition model to obtain a first recognition result, wherein the first security check image recognition model is used for judging the danger level of the luggage; inputting the X-ray image of the luggage into a pre-trained second security check image recognition model to obtain a second recognition result, wherein the second security check image recognition model is used for marking the category of an article carried by the luggage; and cascading the first identification result and the second identification result to generate a final security check result of the luggage. According to the invention, the safety monitoring result of the luggage is obtained through comprehensive judgment, thereby avoiding missing report and false report of novel prohibited goods, and reducing the probability of missing report and false report. Besides, the danger levels of the luggage are divided into dangerous luggage, safe luggage and to-be-verified luggage, and workers only need to audit the to-be-verified luggage in detail, so that the working efficiency is improved.

Description

technical field [0001] The present invention relates to the technical field of security inspection, in particular to a security inspection image recognition method, device, electronic equipment and storage medium. Background technique [0002] With the rapid economic development, high-speed rail, airplanes, etc. have become indispensable means of transportation for people's daily travel. However, passengers who intentionally or unintentionally carry dangerous goods on vehicles have become the biggest threat to transportation safety. X-ray security inspection machines play an important role in the safety detection of dangerous goods and in ensuring the safety of transportation vehicles. [0003] In the traditional security inspection mode, the staff defines the risk level based on the X-ray images of the luggage according to their own work experience. The high-intensity workload and human subjectivity can easily cause the staff's detection blind spots. For this reason, many ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/46G06K9/62G06N3/04G06N3/08G01N23/04G01V5/00
CPCG06N3/08G01N23/04G06V10/44G06N3/045G06F18/241G01V5/22
Inventor 刘硕研杨恩泽刘玉鑫杨国元王明哲李超杨栋王椿钧张秋亮谢熠
Owner INST OF COMPUTING TECH CHINA ACAD OF RAILWAY SCI
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