Custom rPPG Models for Your Camera and Sensor Hardware
Your camera hardware is unique. Generic rPPG models leave performance on the table. We build custom-trained vital signs models optimized for your specific image sensor, optics, and deployment environment so you ship health monitoring that actually works on your device.
Why Choose Us
Advanced rPPG technology that transforms any camera into a health monitoring device
Camera-Specific Model Optimization
Every image sensor has unique noise profiles, dynamic range characteristics, and color response curves. We train rPPG models specifically against your camera's output, maximizing signal extraction where generic models produce unreliable results.
IR and Thermal Sensor Support
Visible-light cameras are only part of the picture. We build custom rPPG models for near-infrared, thermal, and multi-spectral sensor arrays, enabling vital signs extraction in conditions where standard RGB approaches fail entirely.
Edge Deployment Architecture
Models purpose-built for your compute constraints. Whether you are running on an automotive-grade SoC, an IoT microcontroller, or a smart glasses ARM chip, we deliver models that meet your latency, power, and memory budgets.
Transfer Learning from Production Data
We leverage our extensive rPPG model library as a starting point, then fine-tune against data from your specific hardware. This approach dramatically reduces training time while delivering models that outperform anything built from scratch.
Multi-Vital Output Pipelines
A single optimized model can extract heart rate, HRV, respiratory rate, and blood oxygen estimation simultaneously. We architect multi-output pipelines tuned to your product requirements, eliminating redundant processing on constrained devices.
On-Device Processing by Design
Every model we deliver runs entirely on your hardware with no cloud dependency. Your users' biometric data never leaves the device, meeting the strictest data residency and privacy requirements for automotive, medical, and enterprise IoT deployments.
Explore Circadify rPPG Technology
See the full platform behind our custom model building capabilities.
Visit Circadify.comCustom Model Deployment Scenarios
See how OEMs and Tier-1 suppliers deploy custom rPPG models across hardware verticals
Automotive Cabin Monitoring
Custom rPPG models trained for in-cabin NIR camera systems. Tier-1 suppliers integrate driver vitals monitoring — heart rate, drowsiness indicators, and stress signals — directly into existing driver monitoring camera hardware without additional sensors.
Automotive-grade modelsSmart Glasses and Wearables
Purpose-built models for the unique optical paths and low-power constraints of smart eyewear. We optimize for the small image sensors and limited compute typical in AR/MR devices, delivering continuous vitals from face-facing micro-cameras.
Wearable-optimized inferenceIoT Health Monitoring Devices
Custom models for embedded health monitoring kiosks, smart mirrors, and connected home devices. We match the model to your specific SoC, camera module, and lighting environment, enabling reliable vitals extraction in uncontrolled real-world conditions.
Embedded IoT deploymentContactless vitals technology for healthcare, insurance, and security
Get in Touch
Tell us about your use case and we'll get back to you within 24 hours.
Ready to Build a Custom rPPG Model?
Tell us about your camera hardware, compute constraints, and target vital signs. Our team will scope a custom model build tailored to your device and deployment environment. From automotive cabin cameras to IoT health kiosks, we deliver production-ready rPPG models that perform on your specific hardware.