Related Experiment Video
Updated: Feb 1, 2026

10:10
Reverse Total Shoulder Arthroplasty
Published on: July 5, 2011
43.9K
Mitigating shoulder spoofing vulnerabilities in mobile payment systems: a security framework
Omar Alqahtani1, M R Dileep2,3, Mohamed Ghouse1
1Department of Computer Science, College of Computer Science, King Khalid University, Abha, KSA, Saudi Arabia.
Scientific Reports
|January 30, 2026
Summary
Shoulder spoofing attacks threaten mobile payments. A new Gaze-Aware Threat Detection with Contextual Scene Analysis (GATCSA) system uses cameras to detect threats and alert users, enhancing mobile payment security.
Area of Science:
- Computer Science
- Cybersecurity
- Human-Computer Interaction
Background:
- Mobile payment systems face security risks like shoulder spoofing, where sensitive data is visually intercepted.
- Current security measures (PIN masking, screen dimming) are insufficient against environmental threats in public spaces.
Purpose of the Study:
- To introduce Gaze-Aware Threat Detection with Contextual Scene Analysis (GATCSA), a novel system for real-time mobile payment security.
- To address the limitations of existing security mechanisms by detecting and responding to visual threats.
Main Methods:
- Utilizing the front-facing camera and on-device computer vision for environmental monitoring during transactions.
- Implementing a risk evaluation module that analyzes proximity, gaze, and focus duration to classify threats.
- Processing data locally to ensure user privacy and efficient operation on mobile devices.
Main Results:
- Demonstrated high accuracy in identifying threats across diverse real-world conditions (lighting, crowd density, device orientation).
- Showcased effective user responsiveness through contextual alerts and actionable suggestions.
- Validated the system's ability to safeguard against unauthorized visual access.
Conclusions:
- GATCSA significantly advances mobile payment security by integrating gaze tracking and environmental awareness.
- The system enhances user trust and privacy by providing adaptive protection against shoulder spoofing.
- Local data processing ensures privacy and efficient performance on resource-constrained mobile devices.
Related Concept Videos
Muscles of the Shoulder
9.1K
The muscles surrounding the shoulder girdle, including the clavicle and scapula, primarily stabilize the scapula. This stable base allows other muscles to move the humerus effectively. Scapular movements often mirror those of the humerus and extend its range of motion. For instance, raising the arm above the head would not be feasible without simultaneous upward rotation of the scapula.
Anterior Thoracic Muscles
The anterior thoracic muscles include the serratus anterior, subclavius, and...
Anterior Thoracic Muscles
The anterior thoracic muscles include the serratus anterior, subclavius, and...
9.1K
Second Order systems II
406
In an underdamped second-order system, where the damping ratio ζ is between 0 and 1, a unit-step input results in a transfer function that, when transformed using the inverse Laplace method, reveals the output response. The output exhibits a damped sinusoidal oscillation, and the difference between the input and output is termed the error signal. This error signal also demonstrates damped oscillatory behavior. Eventually, as the system reaches a steady state, the error diminishes to zero.
406
First Order Systems
428
First-order systems, such as RC circuits, are foundational in understanding dynamic systems due to their straightforward input-output relationship. Analyzing their responses to different input functions under zero initial conditions reveals significant insights into system behavior.
When a first-order system is subjected to a unit-step input, its response is characterized by its transfer function. By applying the Laplace transform of the unit-step input to the transfer function, expanding the...
When a first-order system is subjected to a unit-step input, its response is characterized by its transfer function. By applying the Laplace transform of the unit-step input to the transfer function, expanding the...
428
Second Order systems I
598
A servo system exemplifies a second-order system, featuring a proportional controller and load elements that ensure the output position aligns with the input position. The relationship between these components is described by a second-order differential equation. Applying the Laplace transform under zero initial conditions yields the transfer function, showing how inputs are converted to outputs in the system.
By reinterpreting the system, one can derive the closed-loop transfer function, which...
By reinterpreting the system, one can derive the closed-loop transfer function, which...
598
Thermodynamic Systems
8.0K
A thermodynamic system is a set of objects whose thermodynamic properties are of interest. The system is considered to be embedded in its surroundings or the environment. The system and its environment can exchange heat and do work on each other through a boundary that separates them. However, the immediate surroundings of the system interact with it directly and therefore have a much stronger influence on its behavior and properties.
Consider an example of tea boiling in a kettle. The...
Consider an example of tea boiling in a kettle. The...
8.0K
Classification of Systems-I
592
Linearity is a system property characterized by a direct input-output relationship, combining homogeneity and additivity.
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
592

