System Online · All Modules Active

Absolute Environment
Awareness.

Hardware-accelerated tracking, localized facial recognition, and continuous spatial intelligence — running entirely in your browser. Built to be the ultimate hands-free vision companion.

Active Model Router
COCO-SSD YOLOv8
Get started 🚀
WebGL Accelerated
WASM Threads Active
Face API Loaded
Browser-Native · Zero Cloud
Core Architecture

The Engine
Under the Hood

Three foundational layers work in parallel, each decoupled, each purpose-built for zero-lag local inference.

🚀
The Dual-Model Engine
Active Local Inference

The core routing layer seamlessly swaps between two massive frameworks without dropping the video feed.

  • COCO-SSD: Lightning-fast bounding box tracking for 80 standard categories via TensorFlow.js
  • ONNX YOLOv8: Deep-structural analysis fetching 600 classes from Open Images v7
ort.env.wasm.numThreads = 1 · WebGL + WASM
📐
Spatial & Distance Mapping
Spacebar Triggered

A customized mathematical engine that converts 2D pixels into physical reality using strict metric focal ratios.

  • Evaluates object center coordinates against calibrated focal ratios
  • Compiles visual metadata cards with exact meter/centimeter distances
  • Automated bulk audio readouts of the environment layout
FOCAL_LENGTH_PX = 700 · Metric Calibrated
🗄️
Automated Data Logging
Continuous Tracking Matrix

Cross-cycle matrix tracking captures structural changes in the room and exports them to timestamped local files.

  • Exports lightweight detection_YYYY-MM-DD.txt logs locally
  • Arrays reset on-the-fly for clean continuous runs
  • Structural diff tracking across detection cycles
Output: detection_2026-06-18.txt · Auto-timestamped
VIP Facial Recognition Layer

Face Interceptor
Active

Unlike generic cloud scanners, the Face VIP Interceptor runs completely parallel to the main object scanner with strict CPU-throttling to prevent resource depletion.

When COCO-SSD detects a generic "person," the neural network intercepts the frame. It extracts feature vector encodings, cross-references them against localized vector folders, and instantly overwrites the generic label with the mapped identity.

CONFIDENCE THRESHOLD · MINIMUM MATCH FLOOR
60% · Strict Identity Gate
ID_01 Person-1 96.2% · MAPPED
ID_02 Person-2 94.7% · MAPPED
ID_03 Person-3 91.3% · MAPPED
@vladmandic/face-api · 1000ms CPU Cooldown · Parallel Thread
👤 Interceptor Online
Security & Cloud Utilities

Threat Validation
& Cloud Overrides

Two distinct systems: a silent background perimeter guard, and manual high-fidelity cloud overrides for complex scene analysis.

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Background Perimeter Threat Validator
Silent 700ms Polling Loop · Decoupled Thread

Dedicated to physical safety. Targets high-mass moving hazards and responds with overlaid visual warnings and emergency audio alerts.

Targets
Cars · Trucks · Motos
Poll Interval
700ms
Alert Cooldown
5000ms
Response
Crimson + Max Vol
☁️
Remote Cloud Utilities
Manual Keystroke Overrides · High-Fidelity

Manual, high-fidelity overrides for complex scene analysis and dense text extraction from the environment.

T High-Res OCR — Optimizes pipeline to image/jpeg 0.95 quality for dense verbatim text extraction
S Cloud Scene Layout — Transmits high-fidelity snapshot for detailed breakdown of context
Deployment Specs

Hardware & Setup Requirements

Details regarding the physical layout and monitoring setup required to run Virtual Eyes optimally.

📚
Home-Studio Board Prep

Strictly confined to home use. Perimeter monitoring keeps you focused while OCR extracts textbook diagrams.

Local Study Companion · Active
📷
Dynamic Camera Swap

Seamlessly swap between your built-in webcam and external tracking lenses on the fly via the nav hardware selector.

Hot-Swap · No Feed Drop
System Logs

Detection Matrix Output

detection_LIVE.txt
08:42:01INFOSystem initialized · COCO-SSD loaded
08:43:21OKDetection matrix nominal