AI/ML Models
(SDK)

The Problem

More eye trackers are integrated into devices than ever before.

To date, their impact has been limited because device manufacturers and application developers lack access to eye-tracking data and validated AI/ML models that are required to offer significant value to their product and users.

Our Solution

HarmonEyes AI-powered eye-tracking solutions enable our customers to identify current and predictive state of their users –

enabling their applications to take immediate actions to improve user experiences and performance.

The HarmonEyes Process

  • Understand the current and predictive states of your users on any capable device – in real-time.
  • Enable appropriate interventions based on user state and desired experience and outcome.
  • Solutions are delivered in any environment – with or without stimuli presented.
  • Solutions delivered via SDK at the edge (locally on device) minimizing power consumption and compute requirements.
  • SDK is transferable to any eye-tracking device via a novel automated validation process.

AI/ML Models & Solutions

HarmonEyes has developed 130 models at or near full development

Comfort & Endurance

  • Individualized synchronization with the environment
  • Measure user change over time
  • Dizziness
  • Fatigue
  • V/A Conflict

Attention & Control

  • Gaze control to effect user interaction with the environment
  • Targeting
  • Focus
  • Anticipation

Performance & Training

  • Measure a user’s success during a task
  • Enhancing a user’s ability during a task
  • Resilience
  • Readiness
  • Reading

Health & Vision

  • Understand a user’s clinical health & vision status
  • Drowsiness
  • Anxiety
  • Impairment
  • Headache
  • Nystagmus
* All models measured with eye-tracking signal only – no other sensors required

Use cases based on real-time changes in a user’s physiology, attention and perception.

Gaming

Open up new possibilities for interaction, immersion and personalization for gaming experiences

  • Adaptive gaming based on individual user state in real-time to maximize player comfort, endurance and performance
  • Dynamic visual effects based on where the player is looking create more immersive and interactive gaming environments.

Training

Understand and optimize the learning process and deliver a more comprehensive assessment of performance

  • Adaptive training based on attention enables creation of more realistic and effective training experiences
  • Identify performance strengths and weaknesses and improve simulations to improve skill acquisition and decision making
  • Real-time feedback based on user’s gaze helps trainees improve targeting, focus, situational awareness, decision making and outcomes
  • Visual search confirmation assures users look at the right place at the right time

Driver and Pilot Monitoring

Create safer driving/flying environments by proactively addressing issues and form a crucial component of autonomous vehicles

  • Monitor driver/pilot drowsiness and attention to improve safety
  • Real-time responsiveness to fatigue, distraction, inattention and impairment enables corrective actions
  • Visual search confirmation assures drivers/pilots look at the right place at the right time

Reading and Learning

Revolutionize education by providing personalized, adaptive and more engaging learning experiences

  • Reading co-pilot responds to reading patterns in real-time and delivers corrective action improving processing, comprehension and learning
  • Reading assessments monitor students’ reading skills over time enabling tailored individual learning experiences
  • Measure student interaction and engagement during lectures or lessons and customize learning materials

Industrial Metaverse

Enhance user experiences and optimizing various industrial processes

  • Hands free control of devices or machinery in virtual environments with integrated gaze control
  • Industrial product prototyping by assessing how users interact with virtual prototypes
  • Improve safety measures and performance outcomes by monitoring fatigue, distraction, cognitive load, impairment, focus and attention in critical environments
  • Visual collaboration in virtual spaces using eye movements to improve the sense of presence and natural communication

Preparedness

Proactively address readiness, contributing to a safer and more productive work environment

  • Detect issues that may impact readiness and may contribute to a safety risk, mitigating errors
  • Preparedness assessments analyzes how individuals process critical information under stress

Drug Development / Pharma

Enhance the overall effectiveness and safety of the drug development process with clinical biomarkers

  • Better participant recruitment in clinical trials improves outcomes and support of regulatory approval of a disease modifying therapy
  • Measure patient changes from delivery of therapeutics for evidence of exposure to (or effect of) a medical product
  • Remote assessment for participation in clinical trials through using eye-tracking for more flexible participant feedback.

Health & Vision

Improve diagnostics and patient care with objective eye movement behavior assessments

  • Clinical diagnostic products for health and vision issues with specific “ocular signature” biomarkers
  • Remote patient monitoring implements eye-tracking in telehealth applications to gain insights into patients and engagement during virtual consultations.
  • Symptom tracking helps in early detection of clinical issues, contributing to better mobile health monitoring

Research

Gain advantage for diverse research and advance research across various disciplines

  • Leverage existing eye-tracking AI/ML models and eliminate the need to conduct expensive and time consuming data collection and model development
  • Conduct consumer behavior studies to understand how consumers interact with apps, websites and advertisements and improve outcomes
  • Behavioral and cognitive studies provide deeper insights into human perception and interaction

Learn more about the scientific process of each HarmonEyes AI/ML model