Key Capabilities:
Automatic Classification:
- AI detection + dedicated classification model running on edge hardware
- Five vehicle classes out of the box — Car, Bus, Truck, Two-Wheeler, Auto Rickshaw
- Custom classes available on request with retraining
- Real-time classification on the edge — no cloud calls, no delays
- Confidence scoring — every classification tagged with a confidence value for filtering
- Multi-vehicle per frame — handles busy roads with multiple vehicles simultaneously
Entry / Exit Counters:
- Direction-aware Total, Entry and Exit counters updated live on the dashboard
- Daily auto-reset at midnight with full history preserved in the database
- Admin-only manual reset with confirmation dialog and audit logging
- Movement-based direction classification from vehicle trajectory in the frame
- Separate Entry, Exit and Total counter cards via WebSocket push
- Automatic recovery — counters rebuilt from database on restart
Unique Vehicle Tracking:
- Multi-object tracker assigns a persistent ID to each vehicle
- Each vehicle counted exactly once, even across many frames
- ROI gating — only vehicles entering the Region of Interest are counted
- Noise floor — tiny movements below configurable threshold are ignored
- No extra sensors required — works with a single camera
- Parked cars outside the zone are automatically excluded
Live Dashboard:
- Real-time video feed with vehicle bounding boxes and class labels
- Counter cards (Total/Entry/Exit) updated instantly via WebSocket
- Recent vehicles panel with scrollable list, crop images and class badges
- Uptime, FPS and license status strip always visible
- Accessible from any PC, tablet or phone on the same network
Reports & Analytics:
- PDF reports with summary cards, pie and bar charts, per-class breakdown and detection log with images
- Word and CSV exports for editable deliverables and further analysis in Excel or Power BI
- Entry/Exit totals — summary cards on every report show Total, Vehicle Types, Entry, Exit and Peak Hour
- Hourly distribution chart — bar chart highlighting peaks, lulls and shift patterns
- Vehicle type pie chart — percentage breakdown of class mix for any date range
- Custom date range filtering with one-click generation
Edge Deployment:
- Runs on compact, fanless RK3588 hardware — no cloud, no server room, no trenching
- 100% on-premise — all counts, images and configuration stay on your network
- Multi-user access with role-based permissions
- Mount the camera and go live in under an hour
- No coding, no specialist integrator required
Feature Details:
Detection & Classification:
- Fast AI vehicle detector running on edge hardware for real-time frame processing
- Dedicated second model assigns one of five classes to every detected vehicle
- Five vehicle classes — Car, Bus, Truck, Two-Wheeler and Auto Rickshaw out of the box
- Confidence scoring on every classification for filtering and reporting
- Multi-vehicle per frame for busy road handling
- Custom classes can be added with retraining on request
Tracking & Counting:
- Multi-object tracker assigns a unique, persistent ID per vehicle
- One count per vehicle — no double-counting no matter how many frames it appears in
- ROI gating — only vehicles entering the Region of Interest are counted
- Live counter cards update instantly via WebSocket push
- Midnight auto-reset — counters zero out automatically; historical data stays in database
- Admin reset button with confirmation dialog and audit logging
Direction Detection:
- Movement-based direction — classifies every vehicle as Entry or Exit from trajectory
- Entry/Exit cards — live dashboard cards show separate counts
- Direction column in every PDF, Word and CSV report
- No extra sensors — works with a single camera, no inductive loops or infrared gates
- Noise floor — configurable threshold to ignore tiny movements
- Automatic recovery — counters rebuilt from database on restart
Real-Time API & WebSocket:
- Full API for stats, vehicles, config, charts, reports and licensing
- Real-time streaming — every detected vehicle pushed with class, direction and counters
- Counter reset broadcast — reset events push to all connected dashboards instantly
- Health and status endpoints for system monitoring
- Live video feed embeddable in any monitoring tool
- Secure session authentication for browser access
Administration & Setup:
- Camera config page — switch between RTSP, USB and video file sources
- ROI drawing directly on the live frame
- Algorithm settings — tune detection thresholds, tracking parameters and direction noise floor
- Network config — set IP, gateway and Wi-Fi from the UI, no SSH required
- User accounts with password management and admin user management
- Role-based access — admin vs user roles with 403 enforcement
Application Modules:
- Dashboard with live video feed, counter cards, recent vehicles and KPI strip
- Camera config, algorithm settings, and network configuration
- Reports — PDF, Word and CSV with per-class breakdown and charts
- Accounts, system info, and license management
- Module switch — one-click switch between AVCC and ANPR on the same device
- 6 visual themes for different control room environments
Deployment & Licensing:
Industry Applications:
- Traffic and transport engineering — junction studies, corridor surveys, signal retiming
- Toll roads and highways — per-class revenue, category cheating detection, audit reports
- Smart city infrastructure — adaptive signal control, congestion reporting, public dashboards
- Logistics and warehouses — truck/van monitoring, dock slot planning, utilisation reports
- Environmental and emission studies — heavy vs light vehicle counts for LEZ policies
- Parking, real estate, public transport planning and government research
Simple Deployment:
- Runs on compact, fanless RK3588 edge hardware at the roadside or in a control cabinet
- 100% on-premise — no cloud subscriptions, no data leaving your premises
- Multi-user access from any PC, tablet or phone on the same network
- No road excavation — replaces inductive loops and manual clipboards
- Go live in under an hour — mount camera, draw ROI and start counting
Hardware-Bound Licensing:
- Device fingerprint — license cryptographically bound to prevent copying
- Cryptographically signed license files verified on-device at every launch
- Feature gates — individual features licensed independently for flexible pricing tiers
- Expiry and renewal — dashboard shows remaining days with colour-coded warnings
- Simple activation — upload the license file from the License page, activated instantly
Security:
- Role-based access — admin and user roles enforce page-level and API-level restrictions
- Cookie-based sessions — secure authentication with session expiry and logout
- Admin-only actions — counter reset, config changes and license upload require admin role
- On-premise data — counts, images and configuration stay on-site, no telemetry
- Audit logging — every login and sensitive action is logged with timestamp and details
Product Walkthrough:
