Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Masking and Demasking Agents01:19

Masking and Demasking Agents

2.9K
EDTA titrations may necessitate masking and demasking agents to temporarily protect a particular metal ion in a mixture from the EDTA reaction. These agents facilitate the sequential analysis of the metal ions by forming stable complexes with some—but not all—metal ions during certain steps.
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
2.9K
Force Classification01:22

Force Classification

1.9K
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
1.9K
Association Areas of the Cortex01:21

Association Areas of the Cortex

7.0K
Association areas are regions of the cerebral cortex that do not have a specific sensory or motor function. Instead, they integrate and interpret information from various sources to enable higher cognitive processes such as memory, learning, and decision-making. Some key association areas include the following:
Prefrontal Association Area: This area is located in the frontal lobe and is involved in planning, decision-making, and moderating social behavior. It connects with primary motor areas,...
7.0K

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Classifying behaviors from animal-borne cameras using machine learning: automated identification of breathing events in sea turtles.

The Journal of experimental biology·2026
Same author

Proposal for Computationally Efficient Fog Computing System for Coffee Berry Borer Detection via Optimized YOLOv26.

Sensors (Basel, Switzerland)·2026
Same author

Machine Learning-Driven Computer Vision System for Automated Fat and Energy Quantification in Human Milk Microcapillaries.

Sensors (Basel, Switzerland)·2026
Same author

Artificial night lighting in the Mediterranean: Management priorities and constraints for sea turtle conservation.

Marine pollution bulletin·2026
Same author

Multivariate Gas Sensor E-Nose System with PARAFAC and Machine Learning Modeling for Quantifying and Classifying the Impact of Fishing Gears.

Sensors (Basel, Switzerland)·2026
Same author

Vulnerability of marine megafauna to global at-sea anthropogenic threats.

Conservation biology : the journal of the Society for Conservation Biology·2025
Same journal

Correction: Haddock et al. <i>Imagine the Possibilities Pain Coalition</i> and Opioid Marketing to Veterans: Lessons for Military and Veterans Healthcare. <i>Healthcare</i> 2025, <i>13</i>, 434.

Healthcare (Basel, Switzerland)·2026
Same journal

Macro Responsibility in the Microvascular World: Nurse Experiences in Flap Care, a Phenomenological Study.

Healthcare (Basel, Switzerland)·2026
Same journal

Agreement Between Standing Eight-Point Multifrequency Bioelectrical Impedance Analysis and Dual-Energy X-Ray Absorptiometry for Body Composition Assessment in Apparently Healthy Greek Adults.

Healthcare (Basel, Switzerland)·2026
Same journal

'It's Not About the Food'-Understanding the Lived Experience of Patients Who Developed Hospital-Acquired Malnutrition (HAM) and That of Their Carers.

Healthcare (Basel, Switzerland)·2026
Same journal

Unveiling the Humanizing and Therapeutic Values of Live Music in Healthcare Settings: A Scoping Review.

Healthcare (Basel, Switzerland)·2026
Same journal

Respiratory Rehabilitation and Decannulation in Adults with Prolonged Mechanical Ventilation After Tracheostomy: A Narrative Review.

Healthcare (Basel, Switzerland)·2026
See all related articles

Related Experiment Video

Updated: Oct 22, 2025

DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning
04:17

DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning

Published on: May 10, 2024

1.0K

Incorrect Facemask-Wearing Detection Using Convolutional Neural Networks with Transfer Learning.

Jesús Tomás1, Albert Rego1, Sandra Viciano-Tudela1

  • 1Instituto de Investigacion Para la Gestion Integrada de Zonas Costeras, Universitat Politecnica de Valencia, C/Paranimf 1, Grao de Gandia, 46730 Valencia, Spain.

Healthcare (Basel, Switzerland)
|August 27, 2021
PubMed
Summary
This summary is machine-generated.

This study introduces an AI-powered method using facial recognition to detect incorrect facemask usage, crucial for reducing COVID-19 transmission. The system, trained on citizen-submitted selfies, accurately identifies mask-wearing errors in real-time.

Keywords:
COVID-19convolutional neural networkdeep learningfacemask-wearing conditionfacial recognitiontransfer learning

More Related Videos

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography
04:48

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography

Published on: November 30, 2022

3.0K

Related Experiment Videos

Last Updated: Oct 22, 2025

DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning
04:17

DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning

Published on: May 10, 2024

1.0K
Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography
04:48

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography

Published on: November 30, 2022

3.0K

Area of Science:

  • Computer Science
  • Public Health
  • Artificial Intelligence

Background:

  • The COVID-19 pandemic highlighted the critical role of facemasks in preventing disease transmission.
  • Incorrect facemask usage significantly undermines their effectiveness, posing a continued public health risk.
  • Artificial Intelligence (AI) offers potential solutions for monitoring and enforcing proper mask-wearing protocols.

Purpose of the Study:

  • To develop an intelligent system for real-time detection of incorrect facemask usage.
  • To address the lack of suitable training datasets for facemask misuse detection.
  • To validate the system's performance in real-world scenarios.

Main Methods:

  • Utilized Convolutional Neural Networks (CNNs) with transfer learning for image analysis.
  • Created a novel training dataset by collecting citizen selfies with varied mask placements via a dedicated app.
  • Developed an Android application to demonstrate the system's real-time detection capabilities.

Main Results:

  • The AI system accurately detects not only the presence but also various forms of incorrect facemask usage.
  • Transfer learning slightly improved the accuracy compared to standard CNNs.
  • The developed Android app successfully validated the system's performance in practical settings.

Conclusions:

  • AI-driven facial recognition is a viable tool for detecting improper facemask use.
  • The developed system and dataset contribute to improving public health compliance during pandemics.
  • Real-time detection of mask misuse can help mitigate virus transmission, particularly indoors.