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Edge AI Station α AI Application
An AI app that supports operations, from monitoring traffic congestion to preventing illegal parking.
Streamlining Parking Lot Operations, Improving User
Convenience, and Addressing Illegal Parking
EDGEMATRIX Smart Parking uses AI video analytics to transform existing security cameras into intelligent parking management tools. By automatically counting vehicles, monitoring occupancy levels, detecting overstays, and identifying unauthorized vehicle types, the system provides real-time visibility into parking operations.
Suitable for highway service areas, retail facilities, tourist attractions, airports, and public parking lots, EDGEMATRIX Smart Parking enables congestion monitoring, parking guidance, reduced operational workload, and data-driven decision making for more efficient facility management.
|App Features|
Real-Time Congestion Detection
Uses AI to analyze camera footage and determine parking lot congestion levels in real time.
Area-Based Utilization Monitoring
Configure multiple ROIs (Regions of Interest) to separately monitor and analyze utilization by parking category, such as standard vehicles, large vehicles, accessible parking, and loading zones.
All-Weather Operation
AI-powered monitoring continues to operate reliably even during rain or snowfall.
|App Intro Video|
Applied to Smart Parking.(※Under development image.)
|Usage Scenes|
Monitoring Parking Lot Congestion
We monitor parking lot congestion at service areas, parking areas, and roadside stations, provide information to users, and enhance convenience.
Service areas
Parking areas
Large commercial facility
Tourist destination
Enhancing customer satisfaction and improving operational efficiency
Monitor parking lot congestion at shopping malls and restaurants to enhance customer satisfaction. Gain real-time visibility into congestion at coin-operated parking lots to improve operational efficiency.
Commercial facility
Hourly parking lot
Airports
| Application Overview |
The application performs real-time analysis and provides the following functions:
Congestion Monitoring
Vehicle Counting
Parking Area
Utilization Analysis
Long-Term &
Unauthorized Parking Detection
Vehicle Classification
External System Integration
via Node-RED
With Node-RED, a standard feature of AI Station, inference results from
AI applications can be processed and sent formatted for integration with external systems.
Node-RED Integration & Post-Processing
EDGEMATRIX Smart Parking runs on AI Station and can be deployed in on-premises environments or private networks where internet connectivity is limited or unavailable. Unlike cloud-based solutions, a dedicated web visualization application is optional and can be customized to meet specific operational requirements.
For environments with internet access, AI inference results can be processed through Node-RED and transmitted to external systems, websites, or cloud services. This enables a wide range of integrations, including email notifications, warning lights (signal towers), external API connectivity, and dashboard visualization.
The flexible Node-RED architecture allows Smart Parking to be easily integrated into existing operational workflows and business systems, supporting scalable and customized parking management solutions.
Grafana
*This screen is taken from the analysis screen of Kaleidoscope (a multifunctional people detection app).
We plan to use a general-purpose visualization system that can be built with OSS, consisting of Grafana + InfluxDB.
*We plan to provide a manual on how to build a general-purpose visualization system and a general-purpose Node-RED flow for sending visualization data to InfluxDB.
*Compliant with Grafana dashboard functionality.
※Real-time visualization of vehicle counts by vehicle type and entry direction is possible via graphs, tables, and other formats.
The raw data used for visualization can also be downloaded in CSV format.
|Function Details|
Detection Methods
AI analyzes parking lot surveillance camera footage to count vehicles in designated areas in real time. The entire parking lot can be divided into customizable zones, allowing independent congestion detection for each area. For example, it can manage vehicle counts separately for “small vehicle zones,” “large vehicle zones,” “bus zones,” and more. Zone-based statistics enable analysis of parking lot usage trends and contribute to optimal zone-specific operations. Vehicles parked for extended periods within designated areas are automatically detected, triggering alert notifications when they exceed pre-set stay durations. Vehicles parked in monitored areas such as “No Parking Zones” or “Delivery-Only Zones” are also instantly detected.
App Provider Company
Company Name:EDGEMATRIX Inc.
About Us:We contribute to society through the development of “Video Edge AI” infrastructure technology. Our mission is to implement “Video Edge AI” in society.

Edge AI Station brochure
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Edge AI Station α
Appliance Products
Edge AI Station α ▶- KaleidoscopeMultifunctional human detection
- Smart TrafficPassing vehicles count
- Smart ParkingParking lot congestion detection
-
AI++ Congestion Detection
/ AI++ Passing People Counter -
Passing people count
+
Counting people in an area - Attribute Estimation + Passing people count
- Fire (flame and smoke) detection
- Vehicle license plate detection
