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  • SWARM Documentation
  • What's new?
    • Version 2024.2
    • Version 2024.1
    • Version 2023.3
      • Update 1
  • SWARM in a nutshell
    • SWARM Perception Platform Overview
  • Quick start guide
    • P101, P401 or OP101
      • P101 - Perception Box
      • P401 - Perception Box
      • OP101AC - Outdoor Perception Box
      • OP101DC - Outdoor Perception Box
    • Virtual Perception Box
      • System requirements
      • Install VPX Agent on NVIDIA Jetson (Jetpack 4.6)
      • Install VPX Agent on NVIDIA Jetson (Jetpack 5.1.2)
      • Install VPX Agent on X86/NVIDIA Server
  • Solution areas
    • Traffic Insights
      • Set-up Traffic Counting
      • Set-up Traffic Counting with speed estimates
      • Set-up Intersection Insights
    • Parking Insights
      • Set-up Barrierless Parking
      • Set-up Barrierless Parking with ANPR
        • Set-up guide and recommendations - ANPR
      • Set-up Single Space/Multi Space Parking
        • Standard examples
    • Advanced Traffic Insights
      • Set-up Adaptive Traffic Control
      • Set-up Journey Time & Traffic Flow
        • Set-up guide - Installation
        • Technical concept
      • Set-up Queue Length Detection
    • People Entry/Exit counting
  • SWARM Control Center
    • Devices
      • Camera & Device Monitoring
      • Camera Configuration
        • Scenario Configuration
          • Models
          • Calibration support
          • Camera settings
        • Rule Engine
          • Use Case Examples for Rule Engine
      • Device Health
    • Data Analytics
      • Creation and organization of dashboards
      • Dashboard overview & Widget creation
        • Traffic Scenario
        • Parking Scenario
        • Generic Scenario
    • Data Integration
      • Data Analytics API (REST API)
      • Raw event data with Custom MQTT server
      • SCC API
    • Administration
      • Monitoring Alerts
      • License Management
      • User Management
  • Test & Performance measurements
    • Benchmarks
      • How do we measure Performance?
    • White paper for use cases
      • Traffic Counting
      • Barrierless Parking and ANRP
  • Useful knowledge
    • 🚒Troubleshooting Guidelines
    • Network Requirements
    • Browser Compatibility SCC
    • Our Object Classes
    • Number Plate Area Code
  • Guidelines
    • How to access the debug output?
    • How to use Azure IotHub as Custom Broker
    • VPX
      • Upgrade IotEdge from 1.1 to 1.4
      • Upgrade Jetpack from 4.4.1 to 4.6.0
  • Getting Support
    • Get in touch
    • FAQs
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  • Which model should I use?
  • Traffic & Parking (Standard and Accuracy+)
  • Class Definition

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  1. SWARM Control Center
  2. Devices
  3. Camera Configuration
  4. Scenario Configuration

Models

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Last updated 1 year ago

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The essence of our computer vision engine's ability to detect and classify lies in its models.

Which model should I use?

Have a look at our documentation for use cases (, , ), we recommend a model for each use case. If unsure, use the model Traffic & Parking (Standard).

Traffic & Parking (Standard and Accuracy+)

Class Definition

Event will contain class and subclass according to this definition.

The following images are intended as examples only and are not supposed to provide information about exact camera distances or perspectives.

Class
Subclass
Definition

car

Cars include small to medium sized cars up to SUVs, Pickups and Minivans (for example VW Caddy).

The class does not include cars pulling a trailer.

car

van

Vans are vehicles for transporting a larger number of people (between 6 and 9) or used for delivery.

car

car with trailer

Cars and vans that are pulling a trailer of any kind are defined as car with trailer.

For a correct classification the full car and at least one of the trailer axis have to be visible.

truck

single unit truck

Single unit trucks are defined as large vehicles with two or more axes where the towing vehicle can not be separated from the semi-trailer and is designed as single unit.

truck

articulated truck

Articulated trucks are large vehicles with more than two axes where the towing vehicle can be separated from the semi-trailer. A towing vehicle without a semi-trailer is not included and is classified as single unit truck.

truck

truck with trailer

Single unit trucks or articulated trucks pulling an additional trailer are defined as truck with trailer.

bus

-

A bus is defined as vehicle transporting a large number of people.

motorbike

-

The class motorbike is defined as a person riding a motorized single-lane vehicle. Motorbikes with a sidecar are included, whereas e-bikes are not part of this class.

Motorbikes without a rider are not considered.

bicycle

-

The class bicycle is defined as a person actively riding a bicycle. People walking and pushing a bicycle are not included in this class and are considered as person.

Bicycles without a rider are not considered.

person

-

The class person includes pedestrians that are walking or riding Segways, skateboards, etc. are defined as pedestrians.

People pushing bicycles or strollers are included in this class.

scooter

The class scooter includes a person riding on a so-called kick scooter, which can either be motorized or human-powered. The scooter usually exists out of two wheels and a handlebar.

tram

The class tram is a public transportation vehicle operating on tracks along streets or dedicated tramways. Trams are typically electrically powered, drawing electricity from overhead wires.

other

-

Vehicles not matching the classes above are considered in the class other.

Smaller vans as the VW Multivan are included as well as vehicles similar to the Fiat Ducato.

This includes autobuses, coaches, double-decker, motor buses, motor coaches, omnibuses, passenger vehicles and school buses.

This class includes tractors (with or without trailer), ATVs and quads, forklifts, road rollers, excavators and snow plows.

Traffic Insights
Parking Insights
Advanced Traffic Insights