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Real-Time Facemask Detection for Preventing COVID-19 Spread Using Transfer Learning Based Deep Neural Network

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1 of the 56 references listed on this page is in the Retraction Watch database as retracted (export 2026-11-11): 10.1371/journal.pone.0242269 (notice 2026-02-12).

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/ep.12934openalex-snapshot
A Hybrid clustering and classification technique for forecasting short‐term energy consumption
inferredcites →https://doi.org/10.1007/978-3-030-00764-5_51openalex-snapshot
Small Object Detection Using Deep Feature Pyramid Networks
inferredcites →https://doi.org/10.1007/978-3-030-36841-8_2openalex-snapshot
Systematic Review of Deep Learning and Machine Learning Models in Biofuels Research
inferredcites →https://doi.org/10.1007/s11042-022-12166-xopenalex-snapshot
A real time face mask detection system using convolutional neural network
inferredcites →https://doi.org/10.1007/s11042-022-12999-6openalex-snapshot
Face mask detection in COVID-19: a strategic review
inferredcites →https://doi.org/10.1007/s41403-020-00157-zopenalex-snapshot
MOXA: A Deep Learning Based Unmanned Approach For Real-Time Monitoring of People Wearing Medical Masks
inferredcites →https://doi.org/10.1016/j.aej.2020.09.013openalex-snapshot
Principal component analysis to study the relations between the spread rates of COVID-19 in high risks countries
inferredcites →https://doi.org/10.1016/j.eswa.2021.115936openalex-snapshot
An automatic arrhythmia classification model based on improved Marine Predators Algorithm and Convolutions Neural Networks
inferredcites →https://doi.org/10.1016/j.jbi.2021.103848openalex-snapshot
Face mask detection using deep learning: An approach to reduce risk of Coronavirus spread
inferredcites →https://doi.org/10.1016/j.molliq.2018.11.017openalex-snapshot
ANFIS pattern for molecular membranes separation optimization
inferredcites →https://doi.org/10.1016/j.patcog.2017.05.025openalex-snapshot
Handcrafted vs. non-handcrafted features for computer vision classification
inferredcites →https://doi.org/10.1016/j.susoc.2021.08.001openalex-snapshot
Application of deep learning and machine learning models to detect COVID-19 face masks - A review
inferredcites →https://doi.org/10.1073/pnas.2014564118openalex-snapshot
An evidence review of face masks against COVID-19
inferredcites →https://doi.org/10.1080/10106049.2020.1829101openalex-snapshot
Ensemble models of GLM, FDA, MARS, and RF for flood and erosion susceptibility mapping: a priority assessment of sub-basins
inferredcites →https://doi.org/10.1088/1757-899x/1070/1/012061openalex-snapshot
Face mask detection for covid_19 pandemic using pytorch in deep learning
inferredcites →https://doi.org/10.1093/jamia/ocab052openalex-snapshot
Transfer learning for mobile real-time face mask detection and localization
inferredcites →https://doi.org/10.1109/access.2020.2977386openalex-snapshot
A Novel GAN-Based Network for Unmasking of Masked Face
inferredcites →https://doi.org/10.1109/access.2020.2985752openalex-snapshot
An Adaptive Fitness-Dependent Optimizer for the One-Dimensional Bin Packing Problem
inferredcites →https://doi.org/10.1109/access.2021.3058066openalex-snapshot
CoAID-DEEP: An Optimized Intelligent Framework for Automated Detecting COVID-19 Misleading Information on Twitter
inferredcites →https://doi.org/10.1109/access.2021.3066329openalex-snapshot
Recent Methodology-Based Gradient-Based Optimizer for Economic Load Dispatch Problem
inferredcites →https://doi.org/10.1109/access.2021.3075942openalex-snapshot
A Hybrid Barnacles Mating Optimizer Algorithm With Support Vector Machines for Gene Selection of Microarray Cancer Classification
inferredcites →https://doi.org/10.1109/access.2021.3083531openalex-snapshot
Performance of Turbulent Flow of Water Optimization on Economic Load Dispatch Problem
inferredcites →https://doi.org/10.1109/access.2022.3181718openalex-snapshot
When Smart Cities Get Smarter via Machine Learning: An In-Depth Literature Review
inferredcites →https://doi.org/10.1109/cvpr.2014.276openalex-snapshot
Scalable Object Detection Using Deep Neural Networks
inferredcites →https://doi.org/10.1109/cvpr.2016.237openalex-snapshot
How Hard Can It Be? Estimating the Difficulty of Visual Search in an Image
inferredcites →https://doi.org/10.1109/cvpr.2016.91openalex-snapshot
You Only Look Once: Unified, Real-Time Object Detection
inferredcites →https://doi.org/10.1109/icacite51222.2021.9404731openalex-snapshot
Face Mask Detection System using CNN
inferredcites →https://doi.org/10.1109/icasert.2019.8934543openalex-snapshot
Implementation of Principal Component Analysis on Masked and Non-masked Face Recognition
inferredcites →https://doi.org/10.1109/iccv.2015.169openalex-snapshot
Fast R-CNN
inferredcites →https://doi.org/10.1109/iccv.2017.322openalex-snapshot
Mask R-CNN
inferredcites →https://doi.org/10.1109/iccv.2017.447openalex-snapshot
BlitzNet: A Real-Time Deep Network for Scene Understanding
inferredcites →https://doi.org/10.1109/miucc52538.2021.9447638openalex-snapshot
HR-Chat bot: Designing and Building Effective Interview Chat-bots for Fake CV Detection
inferredcites →https://doi.org/10.1109/synasc.2018.00041openalex-snapshot
Optimizing the Trade-Off between Single-Stage and Two-Stage Deep Object Detectors using Image Difficulty Prediction
inferredcites →https://doi.org/10.1109/tpami.2015.2389824openalex-snapshot
Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition
inferredcites →https://doi.org/10.1109/tpami.2015.2437384openalex-snapshot
Region-Based Convolutional Networks for Accurate Object Detection and Segmentation
inferredcites →https://doi.org/10.1111/coin.12436openalex-snapshot
Variable population‐sized particle swarm optimization for highly imbalanced dataset classification
inferredcites →https://doi.org/10.1136/bmjgh-2020-002553openalex-snapshot
Facial protection for healthcare workers during pandemics: a scoping review
inferredcites →https://doi.org/10.1155/2020/3189691openalex-snapshot
An Evaluation of Deep Learning Methods for Small Object Detection
inferredcites →https://doi.org/10.1155/2021/8340779openalex-snapshot
Real-Time Implementation of AI-Based Face Mask Detection and Social Distancing Measuring System for COVID-19 Prevention
inferredcites →https://doi.org/10.1155/2022/1536318openalex-snapshot
Face Mask Detection Using Deep Convolutional Neural Network and MobileNetV2‐Based Transfer Learning
inferredcites →https://doi.org/10.1186/s13638-020-01826-xopenalex-snapshot
Object detection in real time based on improved single shot multi-box detector algorithm
inferredcites →https://doi.org/10.1371/journal.pone.0242269openalex-snapshot
RETRACTED: A deep facial recognition system using computational intelligent algorithms
inferredcites →https://doi.org/10.1504/ijbic.2020.111275openalex-snapshot
Forward feature extraction from imbalanced microarray datasets using wrapper based incremental genetic algorithm
inferredcites →https://doi.org/10.20944/preprints201908.0203.v1openalex-snapshot
Advances in Machine Learning Modeling Reviewing Hybrid and Ensemble Methods
inferredcites →https://doi.org/10.25236/fsst.2020.021106openalex-snapshot
A Mask Detection System Based on Yolov3-Tiny
inferredcites →https://doi.org/10.32604/cmc.2021.019047openalex-snapshot
Swarming Behavior of Harris Hawks Optimizer for Arabic Opinion Mining
inferredcites →https://doi.org/10.3389/fenrg.2022.786027openalex-snapshot
Systematic Review of Deep Learning and Machine Learning for Building Energy
inferredcites →https://doi.org/10.3390/app11083495openalex-snapshot
IoT and Deep Learning Based Approach for Rapid Screening and Face Mask Detection for Infection Spread Control of COVID-19
inferredcites →https://doi.org/10.3390/app12083879openalex-snapshot
Real-Time Face Mask Detection to Ensure COVID-19 Precautionary Measures in the Developing Countries
inferredcites →https://doi.org/10.3390/electronics10070837openalex-snapshot
Real-Time Face Mask Detection Method Based on YOLOv3
inferredcites →https://doi.org/10.3390/healthcare9081050openalex-snapshot
Incorrect Facemask-Wearing Detection Using Convolutional Neural Networks with Transfer Learning
inferredcites →https://doi.org/10.3390/ijerph181910147openalex-snapshot
Detection of COVID-19 in Chest X-ray Images: A Big Data Enabled Deep Learning Approach
inferredcites →https://doi.org/10.3390/infrastructures4020026openalex-snapshot
Prediction of Compression Index of Fine-Grained Soils Using a Gene Expression Programming Model
inferredcites →https://doi.org/10.3390/math9182313openalex-snapshot
Identification of Parameters in Photovoltaic Models through a Runge Kutta Optimizer
inferredcites →https://doi.org/10.3390/rs12142234openalex-snapshot
Predicting and Mapping of Soil Organic Carbon Using Machine Learning Algorithms in Northern Iran
inferredcites →https://doi.org/10.3390/s20164587openalex-snapshot
SSD vs. YOLO for Detection of Outdoor Urban Advertising Panels under Multiple Variabilities

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-981-99-0741-0_6openalex-snapshot
COVID-19 Face Mask Classification Using Deep Learning
inferred← citeshttps://doi.org/10.1007/s11554-024-01476-yopenalex-snapshot
Fast detection of face masks in public places using QARepVGG-YOLOv7
inferred← citeshttps://doi.org/10.1016/j.advengsoft.2022.103253openalex-snapshot
A novel method for Indoor Air Quality Control of Smart Homes using a Machine learning model
inferred← citeshttps://doi.org/10.1016/j.asoc.2024.111730openalex-snapshot
Image-based security techniques for water critical infrastructure surveillance
inferred← citeshttps://doi.org/10.1016/j.envc.2023.100815openalex-snapshot
Reusing personal protective equipment and waste plastics in biofuel production and use in diesel engines: Priority for the COVID-19 pandemic
inferred← citeshttps://doi.org/10.1016/j.ins.2024.120865openalex-snapshot
A YOLO-based deep learning model for Real-Time face mask detection via drone surveillance in public spaces
inferred← citeshttps://doi.org/10.1016/j.marpolbul.2023.115004openalex-snapshot
A novel investigations on medical and non-medical mask performance with influence of marine waste microplastics (polypropylene)
inferred← citeshttps://doi.org/10.1051/e3sconf/202561602013openalex-snapshot
Real-Time Face Mask Detection Using Deep Learning: Enhancing Public Health and Safety
inferred← citeshttps://doi.org/10.1109/access.2023.3272214openalex-snapshot
Mask Detection and Classification in Thermal Face Images
inferred← citeshttps://doi.org/10.1109/access.2024.3407534openalex-snapshot
A Smart Surveillance System for Facemask Detection Using Custom CNN—BIDNet
inferred← citeshttps://doi.org/10.1109/iccci56745.2023.10128449openalex-snapshot
Analyses of Face Mask Detection Using Deep Neural Network
inferred← citeshttps://doi.org/10.1109/icocwc60930.2024.10470866openalex-snapshot
Retracted: Utilizing Convolutional Neural Networks for Real-Time Object Tracking
inferred← citeshttps://doi.org/10.1109/mrie66930.2025.11156228openalex-snapshot
Review of Object Detection Techniques for Autonomous Vehicles: Trends and Future Prospects
inferred← citeshttps://doi.org/10.1109/otcon69332.2026.11629733openalex-snapshot
Convolutional Neural Network-Based Detection of Antiviral Mask Use with Real-Time Email Notification
inferred← citeshttps://doi.org/10.1109/tce.2024.3376376openalex-snapshot
Synergizing Remora Optimization Algorithm and Transfer Learning for Visual Places Recognition in Intelligent Transportation Systems and Consumer Electronics
inferred← citeshttps://doi.org/10.11591/ijece.v14i1.pp1005-1014openalex-snapshot
Real-time mask-wearing detection in video streams using deep convolutional neural networks for face recognition
inferred← citeshttps://doi.org/10.14569/ijacsa.2023.0140763openalex-snapshot
Enhancing Facemask Detection using Deep learning Models
inferred← citeshttps://doi.org/10.21608/jocc.2022.255000openalex-snapshot
Design and Development of smart kit for early-stage detection and prevention from covid 19 using IoT-connected devices
inferred← citeshttps://doi.org/10.21608/jocc.2023.282073openalex-snapshot
Nowcasting Egypt GDP Using machine learning Algorithms
inferred← citeshttps://doi.org/10.21608/jocc.2023.282076openalex-snapshot
MLHandwrittenRecognition: Handwritten Digit Recognition using Machine Learning Algorithms
inferred← citeshttps://doi.org/10.21608/jocc.2023.282094openalex-snapshot
FER_ML: Facial Emotion Recognition using Machine Learning
inferred← citeshttps://doi.org/10.21608/jocc.2023.307055openalex-snapshot
Fit Moi: Online Virtual Fitting Room With Texture Identification And Recommendation System
inferred← citeshttps://doi.org/10.21608/jocc.2023.307056openalex-snapshot
DeepFakeDG: A Deep Learning Approach for Deep Fake Detection and Generation
inferred← citeshttps://doi.org/10.21608/jocc.2023.307059openalex-snapshot
VR Computer Role-Playing Game Using Reinforcement Learning
inferred← citeshttps://doi.org/10.29207/resti.v7i4.5059openalex-snapshot
Application of Object Mask Detection Using the Convolution Neural Network (CNN)
inferred← citeshttps://doi.org/10.3390/electronics12040957openalex-snapshot
Big Data Analytics Using Artificial Intelligence
inferred← citeshttps://doi.org/10.56294/mw2024512openalex-snapshot
Enhancing Decision-Making in Public Health Informatics Using AI and Big Data Analytics
inferred← citeshttps://doi.org/10.59805/ecsit.v1i1.10openalex-snapshot
Mask Use Detection in Public Places Using the Convolutional Neural Network Algorithm
inferred← citeshttps://doi.org/10.69593/ajbais.v4i2.68openalex-snapshot
ENHANCING AIR POLLUTION CONTROL WITH MACHINE LEARNING IN THE AUTOMATION FIELD
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