MIRAFX Physiological AI Pipeline
Fast Track to Production AI
From synchronized data collection to trained ML models for detecting subtle physiological states such as drowsiness, fatigue, microsleep, and distraction. An end-to-end workflow combining cognitive tasks, video recording, expert annotation, signal extraction, temporal feature computation, and scalable model training—enabling rapid and reliable behavioral and physiological analysis.
-
Weeks, not years
Go from raw video to trained ML models in weeks. Eliminates 18-24 months of custom development.
-
10 years expertise
Experience with large companies across automotive, aerospace, technology, and industrial sectors. Production systems, not theory.
-
Real tools that run
Working software you deploy today. Complete data collection, facial analysis, temporal feature extraction, and ML training pipeline.
-
License, don't build
Why spend money building tools that already exist? License proven technology, focus on your core business.
The Pipeline
-
Data Collection & Recording
Comprehensive cognitive task library targeting cognitive load, fatigue, stress, and attention with integrated camera recording for reproducible data collection.
-
Professional Camera Capture
Real-time recording from camera to individual frames with microsecond-precision timestamps. Advanced KBV format for synchronized video containers with comprehensive monitoring.
-
Facial Analysis & Landmark Extraction
State-of-the-art facial landmark extraction with advanced eye tracking, 3D head pose analysis, and scale-invariant measurements for consistent analysis.
-
Behavioral Signal Annotation
Automatic fusion of subjective assessments with objective performance metrics. Frame-by-frame annotation with confidence scoring and plugin system for domain-specific algorithms.
-
Feature Engineering
Hundreds of temporal features using MiraFX Sense engine with clinical threshold analysis and validated markers. ML-ready CSV feature files at 1Hz output.
-
Visualization & Annotation Platform
Frame-precise video-signal synchronization with interactive range-based annotation system. Multi-modal data integration and JavaScript expressions for custom signal processing.
-
Model Training & Evaluation
Complete end-to-end ML pipeline with 13 interconnected modules, cascading feature selection, and production-ready model persistence with comprehensive evaluation.
-
Parallel Processing Orchestration
Parallel batch processing of hundreds of recordings across multiple CPU cores. Process large datasets efficiently without manual configuration.
Applications
-
Transportation
Driver monitoring, EU GSR compliance -
Clinical
Sleep studies, cognitive assessment -
Industrial
Operator alertness, safety monitoring -
VR / XR
Cognitive load, attention tracking -
Research
Human factors, psychology, neuroscience -
AI Development
Emotion recognition, adaptive interfaces
What MIRAFX Delivers
-
Seamless Integration
Integrated tools that know each other and share data seamlessly vs. fragmented solutions requiring complex APIs, format conversions, and custom glue code between disparate systems.
-
Perfect Synchronization
Unified data collection and recording with microsecond-precision synchronization vs. separate tools with timing drift, manual alignment, and data correlation challenges.
-
Rapid Development
Ready-to-use complete solution with proven workflows and validated protocols vs. 18-24 months of custom development, research, and trial-and-error implementation.
-
Intelligent Features
Innovation by design with hundreds of pre-built temporal features based on clinical research vs. manual feature engineering requiring domain expertise and months of experimentation.
-
Advanced Training
Built-in feature selection, hyperparameter optimization, and support for multiple model types from linear regression to neural networks vs. basic training approaches with limited options.
-
Calibration-Free Operation
Calibration-free operation through intelligent signal and feature normalization that works across diverse populations vs. time-consuming per-user calibration requirements.
About Us
Expert Software Consulting & Engineering delivering robust, scalable solutions for AI, algorithms, and mission-critical software development.
Services
Custom Software Development
AI & Machine Learning
Architecture & Design
Standards Compliance
Integration & APIs
Contact
+32 476 862 863
contact@mirafx.com
Linkedin
Liège, Belgium