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Face Detection for Video Surveillance-Based Security Systems
This paper is devoted to the study of face detection methods MTCNN, FaceBoxes, DSFD, RetinaFace, CenterFace, and SCRFD and aims to select the most suitable one for an enterprise security system based on employee face recognition from video surveillance cameras. The time costs of these methods and their robustness to geometric scale distortions and rotations in different planes have been analyzed. For the experiments, custom datasets have been created. Particular attention has been paid to the compromise between the speed and accuracy of the considered methods for their use as the first stage of a security system based on face recognition in a video stream.
The conducted research has shown that RetinaFace-MobileNet0.25, FaceBoxes, SCRFD-500MF, CenterFace were the fastest; RetinaFaceResNet125, DSFD, RetinaFaceMobileNet0.25 were the most robust to face rotation; almost all models were robust to changes in the face size. Also, when choosing the most suitable face detection method to apply for a security system, the presence of landmarks was taken into account, as well as the fact that the recognition methods used at the next stage have their limitations in terms of robustness to changes in scale and rotation. Considering the above requirements, it was decided to use the RetinaFaceMobileNet0.25 method in the pipeline of the security system as the first stage for face detection.
Face Detection for Video Surveillance-Based Security Systems
This paper is devoted to the study of face detection methods MTCNN, FaceBoxes, DSFD, RetinaFace, CenterFace, and SCRFD and aims to select the most suitable one for an enterprise security system based on employee fa...
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Face Mask Detection and Correct Mask Wearing Recognition Software. How to Save Your Business from Quarantine and Closure
Many businesses now struggle to keep their doors open and light on as the pandemic reality threatens not only people’s health and well-being but also future growth and success. Compliance with obligatory protection...
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Glossary of terms used in articles about AI, machine learning, neural networks and facial recognition
The definition of terms our experts used in articles dedicated to AI, machine learning, neural networks and facial recognition are gathered in this glossary.
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System Integration As a Business Model Helping Companies to Transform
System integration is the term that even sounds authoritative. Enterprises need a set of applications, services and software to run all business tasks. And some of those tasks are too specific to be satisfied with ...
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The Process of Forming a Remote Development Team. From Your Inquiry to The Working Team
The dedicated team as a cooperation model is effective for businesses that need to augment their in-house team and solve specific business tasks. However, when you hire a dedicated team, you want no delays, ambigui...
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Embedded Solution Development for a Wellness and Health Startup: Tips and Findings
Devices we use every day are a combination of hardware, firmware and software. And we expect them to be reliable and functional. However, building embedded systems is difficult, especially for a startup, especially...
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