Detection, Tracking and Mixed Reality in the Real World
Computer Vision & XR
Techon Pixel builds applied computer-vision and mixed-reality systems: real-time object detection, anomaly detection, spatial and positional tracking, image processing pipelines and interactive installations that combine live camera feeds with rendered content.
What we do
How Can Techon Pixel Apply Computer Vision to Your Operation?
This is proven delivery, not a research promise. A YOLO-based mixed-reality desktop application for the Uttar Pradesh Legislative Assembly went from start to live government demonstration in 42 days, built in partnership with Live Pixel and Mizzle Codes. A Django-based anomaly-detection system analyses webcam and uploaded video frame by frame and dispatches automated evidence alerts, with a final recorded accuracy of 95.1% before delivery.
Vision systems succeed or fail on production constraints: frame rates on the hardware you actually have, lighting you cannot control, and operators who need results they can act on. We engineer for those constraints from the first day.
Computer Vision
The 3 Constraints Every Vision System Must Beat
Real-Time on Real Hardware
Detection and tracking tuned to the cameras and machines you deploy on — no cloud round-trip hiding in the latency budget.
Accuracy You Can Operate
Models trained and evaluated for your specific scope, with false-positive rates operators can live with and evidence trails they can review.
Experiences, Not Just Pipelines
Mixed-reality composition, live overlays and installations that hold up in public, high-footfall environments.
How we work
Six steps from first call to launch
Every engagement follows the same sequence. Each step ends with something you can see, test, and sign off on.
Feasibility & Scope
Cameras, environment, hardware and the decisions the system must support — assessed honestly before any model work.
Data & Model Strategy
Training data collection or curation, model selection and the evaluation criteria that will define done.
Pipeline Engineering
Capture, inference, tracking and rendering engineered as one real-time pipeline on target hardware.
Application Build
The desktop, web or installation application around the pipeline: interfaces, alerts, recording and administration.
Field Testing
Validation in the real environment — lighting, movement, crowds — with accuracy and stability measured, not assumed.
Deployment & Support
On-site or remote deployment, operator handover and support through the period that matters.
Have an idea? Let's build it.
Book a free 30-minute consultation, or write to us — you will always talk directly to the person who builds your product.
— Utkarsh Jaiswal, Founder · info@techonpixel.com