{ "@context": "https://schema.org", "@graph": [ { "@type": "WebPage", "@id": "https://www.isarsoft.com/solutions/industry/public-transport#webpage", "url": "https://www.isarsoft.com/solutions/industry/public-transport", "name": "Video Analytics for Public Transport | Isarsoft Perception", "description": "Optimize public transport with AI-based video analytics. Real-time passenger counting, flow analysis, and security for trains, buses, and stations.", "breadcrumb": { "@id": "https://www.isarsoft.com/solutions/industry/public-transport#breadcrumb" } }, { "@type": "BreadcrumbList", "@id": "https://www.isarsoft.com/solutions/industry/public-transport#breadcrumb", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://www.isarsoft.com/" }, { "@type": "ListItem", "position": 2, "name": "Solutions", "item": "https://www.isarsoft.com/solutions" }, { "@type": "ListItem", "position": 3, "name": "Industry", "item": "https://www.isarsoft.com/solutions/industry" }, { "@type": "ListItem", "position": 4, "name": "Public Transport" } ] }, { "@type": "Service", "name": "Isarsoft Perception for Public Transport", "serviceType": "AI Video Analytics", "provider": { "@type": "Organization", "name": "Isarsoft", "url": "https://www.isarsoft.com/" }, "description": "A comprehensive AI solution for public transport operators to monitor occupancy, manage flows, and enhance passenger safety.", "mainEntityOfPage": "Applications", "hasPart": [ { "@type": "CreativeWork", "name": "Onboard Intelligence", "description": "Real-time occupancy monitoring and seat availability tracking inside buses and trains." }, { "@type": "CreativeWork", "name": "Station Security & Flow Management", "description": "Preventing bottlenecks in concourses and alerting staff to security incidents." }, { "@type": "CreativeWork", "name": "Multimodal Journey Mapping", "description": "Origin-destination analysis using Re-ID to understand how passengers transfer between modes." } ], "offers": [ { "@type": "Offer", "itemOffered": { "@type": "Service", "name": "Automatic Passenger Counting (APC)", "description": "High-precision counting for operational planning and billing." } }, { "@type": "Offer", "itemOffered": { "@type": "Service", "name": "Crowd Monitoring", "description": "Real-time heatmaps and density alerts for platforms and stations." } } ] }, { "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "Is Isarsoft Perception GDPR compliant?", "acceptedAnswer": { "@type": "Answer", "text": "Yes, Isarsoft Perception is designed with 'Privacy by Design' and is fully GDPR compliant, offering anonymized data processing." } }, { "@type": "Question", "name": "Can it be integrated with existing cameras?", "acceptedAnswer": { "@type": "Answer", "text": "Yes, Isarsoft Perception is hardware-agnostic and supports a wide range of IP cameras and VMS (Video Management Systems)." } }, { "@type": "Question", "name": "What is the accuracy of the passenger counting?", "acceptedAnswer": { "@type": "Answer", "text": "Isarsoft provides high-precision AI models that maintain accuracy even in crowded environments or challenging lighting conditions." } } ] } ] }
Privacy Settings
By clicking “Accept”, you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy and Cookie Policy for more information.
24/7 Daten Sammeln. Auswerten. Optimieren.

Fluent and Safe Passenger Journey in Public Transport

Use the full potential of the camera systems at stations and in trains, buses, and trams to enhance passenger experience and security with Iarsoft Perception Video Analytics.

100% GDPR compliantMade in GermanyTÜV Süd ISO 27001 certification for highest privacy standars
__wf_reserviert_dekorativ
__wf_reserviert_dekorativ
__wf_reserviert_dekorativ
__wf_reserviert_dekorativ
__wf_reserviert_dekorativ
__wf_reserviert_dekorativ
__wf_reserviert_dekorativ

Why do transport operators choose Video Analytics?

Public transport plays an important role in connecting people and enabling smooth travel in cities and between regions. However, managing complex hubs with high passenger volumes and maintaining the whole network can be challenging. Leading transport operators use intelligent video analytics to optimize planning, improve operational efficiency, and increase physical security.

Real-world planing

Rising passenger volumes create occupancy challenges in vehicles and security-critical situations. Accurate forecasting for route and train dispatching requires granular insights into real world travel patterns. Isarsoft Perception enables proactive planning by transforming camera streams into detailed, real-time data.

Real-time operations adjustments

Without real-time data, travel operators face unpredictable occupancy overloads, causing severe damage to passenger satisfaction. Isarsoft Perception enhances operational efficiency by providing live KPIs to adapt processes immediately. Its integrated AI identifies abnormal behaviors and risks in real-time, outpacing conventional security systems.

Adaptive and compliant security

Passenger safety is critical, yet conventional systems often miss suspicious behavior or left-behind items. Isarsoft Perception "sees" what is happening and detects unauthorized access and alarms operational threats earlier than legacy hardware. While data privacy is key, Isarsoft provides accurate intelligence while ensuring full GDPR compliance through automatic video redaction.

Go beyond passenger counting

Understand passenger intent by analyzing passenger flow. Improve experience and safety to enhance transportation networks.

Passenger Journey Mapping

While manual surveys provide only snapshots and static counting merely tracks entries and exits, Isarsoft Perception transforms your existing camera infrastructure into a source of continuous intelligence. It delivers insights from automatic passenger counting (APC) to mapping complete passenger journeys across multiple cameras to reveal complex travel patterns and movement through your entire network. This shift from simple counting to actionable trajectory data empowers public transport operators to truly understand how travelers move in real-time.

Anonymous and privacy compliant

Counting and reidentifying passengers with video analytics is always anonymous, as Isarsoft Perception uses abstract visual features like clothing color and shapes. There is no face recognition or wifi tracking.

No new hardware

Isarsoft Perception integrates seamlessly with your existing IP camera system. For many use cases, a well-positioned camera at a vehicle entrance or platform serves as a high-precision overhead counter, eliminating the need for expensive new hardware installations.

Book a demo

Use cases for smart passenger flow and safety

Public transport operators face daily pressure to maintain a reliable network and ensure a smooth safe journey for every traveler. Isarsoft Perception supports these goals by transforming existing camera systems into intelligent sensors for a wide range of use cases within stations and vehicles.

Passenger Demographics

To better understand traveler profiles, Isarsoft Perception provides anonymized insights into passenger age, gender, and group sizes.

Learn more

Passenger Journey Tracking

Follow passengers with Re-ID in an anonymized way across multiple cameras to map the entire in-station path and their way between different means of transport.

Origin-destination Analysis

identifies where passengers start and end their journeys to map complex travel patterns. Planners use these trajectory matrices to align network services with actual movement and reduce systemic congestion.

Learn more

Suspicious Behavior

Isarsoft Perception enhances security by detecting abnormal behavior patterns, such as loitering in restricted zones or unauthorized accessb and alarming security staff immediately.

Overcrowding

To prevent security-critical overcrowding, Isarsoft Perception identifies congestion points and platform occupancy levels in real-time. Automated alerts allow staff to react quickly to demand peaks, ensuring safe density levels at station hubs.

Vehicle Occupancy

Isarsoft Perception monitors the real-time passenger load and the space usage of multifunctional areas for bicycles, strollers, and wheelchairs. With occupancy levels, operators can adjust fleet capacity based on actual demand and ensure a balanced distribution of passengers.

Seat Availability

Isarsoft Perception enhances traveler comfort by providing real-time insights into seat utilization within trains, buses, metros, or trams. This data can be integrated into passenger information systems to guide users to available seats, improving the overall commuting experience.

Automatic Passenger Counting

To optimize network capacity, Isarsoft Perception counts passengers boarding and alighting vehicles in real-time. This automated passenger counting replaces manual surveys with a 24/7 census.

Learn more

Always have an eye on what is happening in stations and vehicles

Station

Platform
In Vehicle
Dashboard for train stations with Footfall, Average Transfer Time and Live VIdeo Feed

Footfall

How many passengers are entering or exiting the station?

Average Transfer Time

How long does it take to move between different platforms or means of transport on average?

Queue Detection

Is there a long queue forming at the moment?

Queue Length, Waiting Time, Throughput

How many passengers are queuing, and how long is the average wait time? What is the queue throughput?

Object Detection

Alarms when a suspicious object like unattended objects is found.

Insights for Commercial Areas

What is the customer journey in the commercial areas? How are conversion and footfall?

Dashboard for concourse with  platform density and passenger demographics

Crowd density

How many people per square meter dwell at a platform

Suspicious Behavior

Alarms when a passenger shows suspicious behavior.

Object Detection

Detects suspicious objects like weapons.

Dashboard for public transport vehicles with occupancy, seat availaiblity and passenger demographics

Automatic Passenger Counting

How many passengers are boarding and alighting the vehicle?

Passenger Demographics

To which age group and gender do passengers belong? Are they traveling in groups or alone?

Vehicle Occupancy

Which percentage of total capacity is used?

Seat Availability

Where are free seats on the train or bus?

Multi-functional Areas Occupancy

Which percentage of space capacity for bicycles, wheelchairs, or strollers is used?

How to benefit with Isarsoft Perception?

We are passionate about innovation and high security standards built into our software.

Data security & compliance

Information security and compliance is built into the core of Isarsoft Perception. Camera streams are automatically anonymized, and we undergo a regular internal and external audit.

User-friendly interface

Isarsoft Perception has an easy-to-understand interface and dashboard, which can be configured by your staff without training.

Live processing

Cameras are evaluated in real time, and sensitive data like faces or license plates are anonymized immediately.

Seamless integration

The software runs on the existing camera system. Integrations are possible with a wide range of VMS and BI systems.

High accuracy

Isarsoft Perception delivers data you can rely on. Detection happens with an accuracy of 99%.

Reliability

Isarsoft Perception delivers highly reliable analytics by processing video data directly at the source, ensuring stable performance even in complex, crowded, or dynamic environments.

Dive deeper into improving public transport

Planing, analyising and making decisions based on video data bring more efficiency for transportation operators and satisfaction and safety gains for passengers.

Automatic Passenger Counting Systems in Busses

As one of the safest road vehicles, buses are highly relevant to mobility. Buses cover various functions depending on their type.

Learn more

Automatic Passenger Counting (APC) Systems - An Overview

Discover how Automatic Passenger Counting (APC) systems work. Explore different technologies, strengths and weaknesses, and the AI-powered solution by Isarsoft.

Learn more

Automatic Passenger Counting in Trains With Cameras

It is the challenge of mobility providers to measure and predict these various long-term and short-term factors and adjust services accordingly.

Learn more

Transforming Travel: The Impact of AI on the Tourism Industry

As the tourism industry evolves, AI video analytics is revolutionizing travel. This technology enhances security with facial recognition, streamlines airport processes, and manages crowds at tourist spots. By analyzing video data, AI provides real-time insights to optimize operations and improve the travel experience. The impact of AI video analytics is shaping the future of travel and tourism industries.

Learn more

How Isarsoft Perception can be used to measure Space Usage in Train Stations

Isarsoft Perception can be used to measure the usage of available space at train stations. Important not just for infrastructural improvement, this function also helps personnel understand the flow of people in the train station and what can be done to simplify it.

Learn more

Tackling Overcrowding with Video Analytics: A Smart Solution for Public Transport

This article explains how overcrowding occurs, highlights the negative consequences of it in public transportation, points out the options either for prevention or measures against overcrowding, and addresses how Isarsoft Perception can be a smart solution.

Learn more

How to Visualize People Flow in Train Stations

Isarsoft Perception has extensive functionality in the domain of train stations. It offers a set of video analytics-based visualization to users in order to assess, analyze and optimize train stations better.

Learn more

Anomaly Detection in Train Stations using Video Analytics

Isarsoft Perceptions performs anomaly detection in order to help establish safer, more efficient systems in train stations.

Learn more

Infrastructure Planning and Expansion in Train Stations using Video Analytics

Infrastructure planning and expansion are instrumental to the smooth functioning of railway stations.

Learn more

How Video Analytics Helps Evaluating and Implementing New Public Transport Pricing Models

New pricing models for public transport are being adopted, owing to increased urbanization and digitization. In Germany a cheaper alternative was tested this summer. In this post we demonstrate the positive impact Isarsoft Perception could have for public transport.

Learn more

Ready to elevate your network with video analytics?

Join leading transport operators and discover how Isarsoft Perception transforms existing cameras into a source of actionable intelligence to optimize planning, efficiency and security.

Train station with Video Analytics software and bounding boxes

FAQ

Can't find the answer to your question?

Contact us now!

Is Isarsoft Perception compatible with existing camera systems?

Isarsoft Perception is compatible with all major security cameras and leading video management systems (VMS).

Learn more about supported cameras.

Learn more about supported VMS.

Is Isarsoft Perception privacy compliant?

Yes, Isarsoft Perception complies with relevant privacy policies such as the GDPR. Additionally, Isarsoft is ISO 27001 certified by TÜV Süd, underscoring our commitment to the highest standards of privacy, information security, and risk management.

The software does not identify people personally, it does not store faces, personal data, or identity. It only uses abstract visual features (like colors, shapes, and movement patterns) to match whether two detections belong to the same individual. This makes Re-ID privacy-friendly and compliant with regulations such as GDPR when implemented correctly.

Learn more about data privacy.

Where is the data processed?

Depending on the version, Isarsoft Perception can be installed on cameras, edge, and server hardware. Data processing takes place locally and does not require an Internet connection. The collected, anonymous metadata can be transmitted to third-party systems for further processing.

Learn more about information security.

What is re-identification (Re-ID) in people-counting?

Re-ID is an AI technique that recognizes the same person across multiple video frames, cameras, or viewpoints without identifying who they are. It simply ensures that one person is counted once, even if they appear several times. Video data is anonymized, and re-id works without face-recognition.

Can Isarsoft Perception be deployed directly on board vehicles like trains or buses?

Yes, Isarsoft Perception can be installed on rugged, fanless edge devices inside vehicles.

Can Isarsoft Perception detect unattended luggage and suspicious behavior?

Yes, the ystem "sees" and identifies abandoned items in real-time, issuing immediate alerts to security personnel. It also identifies abnormal behavior patterns and operational threats faster than conventional security systems.

Can staff be excluded from counting?

Yes, staff will be automatically excluded from counting. The system learns which individuals repeatedly appear for long periods, marking them as staff. This guarantees a high quality of collected data.

Can the software accurately count passengers in crowded environments?

Yes, our AI is trained on diverse, high-density datasets to maintain high-precision tracking even in crowded public spaces or complex station environments.

How long does it usually take from purchase to start of operation?

It typically takes 4-8 weeks from purchase to start of operation. For larger projects we can start with a Proof of Concept or a pilot project.

What is the pricing model for Isarsoft Perception?

Isarsoft Perception is available in three different tiers: Starter, Advanced and Enterprise. For larger projects we can start with a Proof of Concept or a pilot project. We would be happy to show you a demo of Isarsoft Perception and talk about your use case. Contact us now.

Trusted by leading train station operators